Individual anonymous payment events, not aggregate benchmarks. Source prepared 10 November 2026, 10:06 UTC. Payment times are UTC. Hover or focus pauses scrolling; the pause button also stops updates until resumed.
Cledara Research
SaaS & AI Market Data from Cledara
Latest AI spend observation
22.7%
of software spend now goes to AI-native tools
Oct 2026 · Cledara software payments data
See the history and source tableSee what companies really pay for in SaaS and AI. Rankings of the most-purchased software, AI adoption trends and spend benchmarks, built from real software payments made through Cledara.
- SaaS & AI tools tracked
- 9,709
- New tools (90 days)
- 354
- Purchases & renewals
- 2,213,754
- Countries
- 32
OpenAI and Anthropic: combined spend share
How much software spend goes to the two leading AI model providers, month by month.
Latest reading: 13.9% combined share
AnalysisWhat the numbers mean
OpenAI and Anthropic took 13.9% of spend combined in October 2026. Up 0.5 percentage points on the previous month. Twelve months earlier their combined share was 3.0%, so it has risen 10.9 percentage points in a year.
OpenAI and Anthropic sell both API access and business subscriptions such as ChatGPT and Claude, so this figure captures company spend on the two leading frontier model providers across both. This is the highest reading in the last 24 months, and the low was 0.8% in November 2024. The share has risen in every one of the last 12 months. Tracking them together shows how much AI budget is concentrating at the model layer, alongside the wider AI-native share of spend above.
OpenAI and Anthropic combined spend share
Combined OpenAI and Anthropic share of spend. Source: Cledara software payments data. Published 10 November 2026, 12:37 UTC. Generate yours at data.cledara.com.

View data tableHide data table
| Date | Market Share % |
|---|---|
| Nov 2023 | 0.3% |
| Dec 2023 | 0.4% |
| Jan 2024 | 0.6% |
| Feb 2024 | 0.7% |
| Mar 2024 | 0.6% |
| Apr 2024 | 0.7% |
| May 2024 | 0.6% |
| Jun 2024 | 0.8% |
| Jul 2024 | 0.7% |
| Aug 2024 | 0.8% |
| Sep 2024 | 0.8% |
| Oct 2024 | 0.7% |
| Nov 2024 | 0.8% |
| Dec 2024 | 0.9% |
| Jan 2025 | 1.4% |
| Feb 2025 | 1.5% |
| Mar 2025 | 1.4% |
| Apr 2025 | 1.5% |
| May 2025 | 1.7% |
| Jun 2025 | 2.1% |
| Jul 2025 | 2.3% |
| Aug 2025 | 2.4% |
| Sep 2025 | 3.0% |
| Oct 2025 | 3.0% |
| Nov 2025 | 3.4% |
| Dec 2025 | 3.7% |
| Jan 2026 | 4.7% |
| Feb 2026 | 5.9% |
| Mar 2026 | 6.7% |
| Apr 2026 | 8.8% |
| May 2026 | 9.3% |
| Jun 2026 | 9.8% |
| Jul 2026 | 10.9% |
| Aug 2026 | 11.7% |
| Sep 2026 | 13.4% |
| Oct 2026 | 13.9% |
AI share of first-time software purchases
The share of first-time software purchases that go to AI products, month by month.
Latest reading: 26.3% of first-time purchases are AI
AnalysisWhat the numbers mean
AI products accounted for 26.3% of first-time software purchases in November 2026. Down 4.0 percentage points on the previous month. Twelve months earlier the AI share was 29.3%, so it has fallen 3.0 percentage points in a year.
First-time purchases are the leading edge of software budgets: they show which tools companies are adding now, before those tools show up in renewals and total spend. The high over the last 24 months was 49.1% in June 2025, and the low was 21.3% in January 2025. The share rose in 5 of the last 12 months. The share shows how much of each month's new software buying goes to AI.
AI share of first-time software purchases
AI share of first-time software purchases. Source: Cledara software payments data. Published 10 November 2026, 12:37 UTC. Generate yours at data.cledara.com.

View data tableHide data table
| Date | AI first-time share (%) |
|---|---|
| Jan 2022 | 10.1% |
| Feb 2022 | 9.5% |
| Mar 2022 | 5.6% |
| Apr 2022 | 10.2% |
| May 2022 | 8.5% |
| Jun 2022 | 8.8% |
| Jul 2022 | 8.3% |
| Aug 2022 | 6.5% |
| Sep 2022 | 15.8% |
| Oct 2022 | 4.0% |
| Nov 2022 | 14.5% |
| Dec 2022 | 8.7% |
| Jan 2023 | 10.1% |
| Feb 2023 | 8.3% |
| Mar 2023 | 12.6% |
| Apr 2023 | 7.5% |
| May 2023 | 17.6% |
| Jun 2023 | 17.6% |
| Jul 2023 | 9.5% |
| Aug 2023 | 18.4% |
| Sep 2023 | 20.7% |
| Oct 2023 | 17.2% |
| Nov 2023 | 10.6% |
| Dec 2023 | 12.8% |
| Jan 2024 | 13.6% |
| Feb 2024 | 24.7% |
| Mar 2024 | 19.7% |
| Apr 2024 | 26.6% |
| May 2024 | 30.7% |
| Jun 2024 | 29.7% |
| Jul 2024 | 31.1% |
| Aug 2024 | 21.4% |
| Sep 2024 | 20.8% |
| Oct 2024 | 23.2% |
| Nov 2024 | 22.2% |
| Dec 2024 | 31.4% |
| Jan 2025 | 21.3% |
| Feb 2025 | 39.8% |
| Mar 2025 | 32.9% |
| Apr 2025 | 38.2% |
| May 2025 | 33.0% |
| Jun 2025 | 49.1% |
| Jul 2025 | 25.6% |
| Aug 2025 | 37.4% |
| Sep 2025 | 33.1% |
| Oct 2025 | 31.5% |
| Nov 2025 | 29.3% |
| Dec 2025 | 26.6% |
| Jan 2026 | 25.7% |
| Feb 2026 | 28.7% |
| Mar 2026 | 24.9% |
| Apr 2026 | 33.0% |
| May 2026 | 46.0% |
| Jun 2026 | 37.7% |
| Jul 2026 | 26.9% |
| Aug 2026 | 29.2% |
| Sep 2026 | 44.1% |
| Oct 2026 | 30.3% |
| Nov 2026 | 26.3% |
The Pulse: Most Purchased or Renewed SaaS Products
Real-time rankings of the most purchased and renewed software tools
Latest reading: #1 yesterday: Anthropic/Claude | #1 this week: Anthropic/Claude
AnalysisWhat the numbers mean
Anthropic/Claude was the most-purchased or renewed software tool on Nov 9, 2026, ahead of OpenAI/ChatGPT and Microsoft. Over the last seven days Anthropic/Claude leads, followed by OpenAI/ChatGPT and Microsoft.
6 of yesterday's top 10 also sit in the weekly top 10, including Anthropic/Claude, OpenAI/ChatGPT and Microsoft, which marks them as the tools with the steadiest day-to-day demand.
The Pulse ranks the software companies are paying for right now, from AI model providers to the collaboration, design and developer tools that run every business. It refreshes daily, so it is the quickest place to spot a tool gaining momentum.
Most Purchased or Renewed SaaS Products
Nov 9, 2026
Anthropic/Claude
OpenAI/ChatGPT
Microsoft
Atlassian
Slack
Fivetran
GitHub
Cursor
Pinggy
ElevenLabs
Last 7 Days
Anthropic/Claude
OpenAI/ChatGPT
Microsoft
Atlassian
Vercel
Cursor
SendGrid
GitHub
Xero
OpenRouter
Source: Cledara software payments data, updated daily. Published 10 November 2026, 12:37 UTC. Generate yours at data.cledara.com.

View data tableHide data table
| Rank | Tool |
|---|---|
| 1 | Anthropic/Claude |
| 2 | OpenAI/ChatGPT |
| 3 | Microsoft |
| 4 | Atlassian |
| 5 | Slack |
| 6 | Fivetran |
| 7 | GitHub |
| 8 | Cursor |
| 9 | Pinggy |
| 10 | ElevenLabs |
View data tableHide data table
| Rank | Tool |
|---|---|
| 1 | Anthropic/Claude |
| 2 | OpenAI/ChatGPT |
| 3 | Microsoft |
| 4 | Atlassian |
| 5 | Vercel |
| 6 | Cursor |
| 7 | SendGrid |
| 8 | GitHub |
| 9 | Xero |
| 10 | OpenRouter |
Top 10 New Software Subscriptions
Monthly rankings of the most popular first-time software subscriptions
Latest reading: #1 this month: Anthropic/Claude
AnalysisWhat the numbers mean
Anthropic/Claude, Google/Gemini and Grok lead new software subscriptions for November so far. Google/Gemini led in October. New to the top 10 this month: Grok, Apify and Higgsfield. Anthropic/Claude, Google/Gemini, OpenAI/ChatGPT and Microsoft 365 have made the top 10 in every one of the last 4 months.
This leaderboard ranks the software companies are signing up to for the first time, so it shows which tools are winning new business.
Top 10 New Software Subscriptions
November MTD
Anthropic/Claude
Google/Gemini
Grok
OpenAI/ChatGPT
Microsoft 365
ElevenLabs
Apify
GitHub
Higgsfield
OpenRouter
October
Google/Gemini
Anthropic/Claude
Microsoft 365
OpenAI/ChatGPT
TypeSafe AI
ElevenLabs
OpenRouter
GitHub
Vercel
Figma
September
Google/Gemini
OpenAI/ChatGPT
Microsoft 365
Anthropic/Claude
TypeSafe AI
GitHub
Grok
OpenRouter
Adobe
Cursor
August
Google/Gemini
Anthropic/Claude
OpenAI/ChatGPT
Microsoft 365
OpenRouter
GitHub
Vercel
Wispr Flow
Xero
Atlassian
Source: Cledara software payments data. Published 10 November 2026, 12:37 UTC. Generate yours at data.cledara.com.

View data tableHide data table
| Month | Rank | Tool |
|---|---|---|
| November MTD | 1 | Anthropic/Claude |
| November MTD | 2 | Google/Gemini |
| November MTD | 3 | Grok |
| November MTD | 4 | OpenAI/ChatGPT |
| November MTD | 5 | Microsoft 365 |
| November MTD | 6 | ElevenLabs |
| November MTD | 7 | Apify |
| November MTD | 8 | GitHub |
| November MTD | 9 | Higgsfield |
| November MTD | 10 | OpenRouter |
| October | 1 | Google/Gemini |
| October | 2 | Anthropic/Claude |
| October | 3 | Microsoft 365 |
| October | 4 | OpenAI/ChatGPT |
| October | 5 | TypeSafe AI |
| October | 6 | ElevenLabs |
| October | 7 | OpenRouter |
| October | 8 | GitHub |
| October | 9 | Vercel |
| October | 10 | Figma |
Compare software popularity over time
Search up to five tools and compare how their popularity rank has moved, month by month
AnalysisWhat the numbers mean
Global popularity rank by software purchases and renewals over the trailing 12 months, month by month. Rank 1 is the most-purchased tool.
Compare software popularity
Search for any software tool, then select up to five to compare their monthly popularity ranks.
Tracker dataset and publication date
Dataset published .
b5c03be63b9afc46350b6dc205fc8f0cb77338ac4430aa44fb5d5aab40cb5fbbView the latest published popularity rankings
| Rank | Product | Website |
|---|---|---|
| 1 | Anthropic/Claude | claude.ai |
| 2 | OpenAI/ChatGPT | openai.com |
| 3 | Microsoft 365 | microsoft.com |
| 4 | Google Workspace | workspace.google.com |
| 5 | Cursor | cursor.com |
| 7 | GitHub | github.com |
| 9 | Xero | xero.com |
| 10 | Figma | figma.com |
| 11 | Slack | slack.com |
| 12 | Webflow | webflow.com |
| 13 | Zoom | zoom.us |
| 14 | Hubspot | hubspot.com |
| 15 | Sentry | sentry.io |
| 16 | Zapier | zapier.com |
| 17 | Vercel | vercel.com |
| 19 | Notion | notion.so |
| 20 | Canva | canva.com |
| 21 | 1Password | 1password.com |
| 23 | Miro | miro.com |
| 24 | CircleCI | circleci.com |
| 25 | Intuit Mailchimp | mailchimp.com |
| 26 | ElevenLabs | elevenlabs.io |
| 27 | Lovable | lovable.dev |
| 28 | Typeform | typeform.com |
| 29 | OpenRouter | openrouter.ai |
| 30 | Datadog | datadoghq.com |
| 31 | SignRequest | signrequest.com |
| 32 | Calendly | calendly.com |
| 33 | n8n | n8n.io |
| 34 | Bullhorn | bullhorn.com |
| 35 | SEMRush | semrush.com |
| 36 | SendGrid | sendgrid.com |
| 37 | DocuSign | docusign.com |
| 38 | Cookiebot by Usercentrics | cookiebot.com |
| 39 | Sinch Mailgun | mailgun.com |
| 40 | Netlify | netlify.com |
| 41 | Apollo.io | apollo.io |
| 42 | Perplexity AI | perplexity.ai |
| 43 | Loom | loom.com |
| 44 | Make | make.com |
| 45 | Intercom | intercom.com |
| 46 | BrowserStack | browserstack.com |
| 47 | Hypertide.io | hypertide.io |
| 48 | Ahrefs | ahrefs.com |
| 49 | Zendesk | zendesk.com |
| 50 | BambooHR | bamboohr.com |
| 51 | Airtable | airtable.com |
| 52 | Lemlist | lemlist.com |
| 53 | Fathom | fathomhq.com |
| 54 | Replit | replit.com |
| 55 | Fireflies | fireflies.ai |
| 56 | Dropbox | dropbox.com |
| 57 | Docker | docker.com |
| 58 | Postman | postman.com |
| 59 | QuickBooks | quickbooks.intuit.com |
| 60 | Higgsfield | higgsfield.ai |
| 61 | monday | monday.com |
| 62 | CapCut | capcut.com |
| 64 | Midjourney | midjourney.com |
| 65 | Pipedrive | pipedrive.com |
| 66 | Linear | linear.app |
| 67 | Auth0 by Okta | auth0.com |
| 68 | Freshworks | freshworks.com |
| 69 | DeepL | deepl.com |
| 70 | Framer Studio | framer.com |
| 71 | CodeRabbit | coderabbit.ai |
| 72 | Solarwinds | solarwinds.com |
| 73 | npm | npmjs.com |
| 74 | Ringover | ringover.com |
| 75 | CookieYes | cookieyes.com |
| 76 | Postmark | postmarkapp.com |
| 77 | CharlieHR | charliehr.com |
| 78 | NordVPN | nordvpn.com |
| 80 | Clay Labs | clay.com |
| 81 | Instantly | instantly.ai |
| 82 | PagerDuty | pagerduty.com |
| 83 | Supabase | supabase.com |
| 85 | Zoho | zohocorp.com |
| 86 | Bitwarden | bitwarden.com |
| 87 | HeyGen | heygen.com |
| 88 | Asana | asana.com |
| 89 | WP Engine | wpengine.com |
| 90 | Hotjar | hotjar.com |
| 91 | Granola | granola.ai |
| 92 | Windsurf | windsurf.com |
| 93 | Aircall | aircall.io |
| 94 | Rapid | rapidapi.com |
| 95 | Apify | apify.com |
| 96 | Wispr Flow | wisprflow.ai |
| 97 | Hibob | hibob.com |
| 98 | Customer.io | customer.io |
| 99 | ClickUp | clickup.com |
| 100 | Fivetran | fivetran.com |
| 101 | MaxMind | maxmind.com |
| 102 | Vimeo | vimeo.com |
| 103 | Frame.io | frame.io |
| 104 | Lucidchart | lucidchart.com |
| 105 | CloudTalk | cloudtalk.io |
| 106 | Trello | trello.com |
| 107 | Klaviyo | klaviyo.com |
Trending new SaaS: the fastest-rising new tools
The most-purchased software tools that companies started buying in the last 90 and 365 days
Latest reading: #1 (365d): Grok | #1 (90d): Cobiro
AnalysisWhat the numbers mean
Cobiro, Loremax and TypeSafe AI are the most-purchased new tools of the last 90 days. Over the full year, Grok, Macroscope and Stairoids lead the tools companies started buying. Cobiro is a digital marketing software platform that helps small businesses and agencies manage online advertising, SEO, and website-related growth activities. Cobiro and Loremax appear in both top 10s, a sign of momentum that has lasted beyond a single quarter.
These rankings only include software that companies began paying for recently, so they surface the breakout tools of the year before they reach the main popularity rankings.
Trending New SaaS: Rising Stars
Grok is a conversational generative AI service provided through the Grok.com website and mobile applications. The service responds to user prompts and generates outputs based on xAI models.
Macroscope provides a codebase intelligence tool that generates automated summaries of software commits and pull requests. Users interact with the interface to receive real-time technical insights and status reports derived from their existing version control repositories.
Stairoids is a real-time signal-based go-to-market (GTM) intelligence platform designed for B2B sales and marketing teams. It tracks over 27 types of buying signals—such as job changes, vacancies, competitor interest, and personal connections—to help organizations identify decision-makers and map decision-making units (DMUs). The platform automates GTM workflows by integrating intent data from web, social, and CRM sources into tools like HubSpot, Salesforce, and Slack.
Shortcut is a platform that provides project management and issue tracking tools for software development teams to plan, track, and manage work.
Cobiro is a digital marketing software platform that helps small businesses and agencies manage online advertising, SEO, and website-related growth activities. It offers tools and services aimed at simplifying marketing automation and campaign management.
ProfilePartner is a platform providing an automated rental service that utilizes personal LinkedIn accounts for professional outreach and lead generation activities.
Agentic provides autonomous AI agents that connect to tools, APIs and data sources to automate workflows and complete complex tasks for teams and organizations.
Bluedot is an AI-powered meeting note-taking platform that records, transcribes, and generates summaries of online and in-person meetings and can sync outputs to linked systems such as CRM and collaboration tools.
Requesty provides an API platform that routes requests to multiple large-language-model providers through a single interface. It enables customers to manage usage, logging, performance, and data handling across LLMs.
TypeSafe provides AI-powered infrastructure and tooling focused on evaluating, testing, and improving the reliability and safety of large language model applications. It helps teams monitor model behavior, run experiments, and build more trustworthy AI systems.
Banani is an AI-powered platform that converts text descriptions and design prompts into editable user interface layouts, wireframes, and interactive prototypes for web and mobile products.
Rapid Ads is a digital advertising agency that builds and manages paid media campaigns across major platforms to drive customer acquisition and growth for businesses. They provide campaign strategy, creative, and optimization services.
Z.ai provides a conversational interface that processes text and image inputs through large language models to generate technical content and automated workflows.
QR Codes Unlimited is a web-based QR code generator and management platform that lets businesses create, customize, and track dynamic QR codes for marketing, operations, and customer engagement. It offers tools for branded QR code creation, analytics, and ongoing code management.
Trellus is an AI-driven platform that provides real-time sales coaching and automated dialing tools directly within a sales engagement workflow.
Viktor provides a cloud-based development platform for building engineering applications. The platform allows users to create, deploy, and manage custom web applications.
CloudQA’s platform is a cloud-based automated test automation service that enables teams to create, manage, execute, and monitor end-to-end web application tests without requiring coding, and it integrates with existing development pipelines and tools to support CI/CD. The platform records user interactions, generates reusable test cases, runs tests across browsers and environments, and provides monitoring and reporting for quality assurance
Vera (formerly Privasee) is an AI-powered compliance and trust platform that automates responses to RFPs and vendor security questionnaires. The software connects to internal company documentation to generate accurate security, privacy, and regulatory answers while maintaining automated GDPR compliance and privacy portals.
CryptoQuant provides on-chain and market analytics, indicators, and data feeds for cryptocurrency traders, analysts, and institutional investors to monitor market flows and make data-driven decisions.
Cobiro is a digital marketing software platform that helps small businesses and agencies manage online advertising, SEO, and website-related growth activities. It offers tools and services aimed at simplifying marketing automation and campaign management.
TypeSafe provides AI-powered infrastructure and tooling focused on evaluating, testing, and improving the reliability and safety of large language model applications. It helps teams monitor model behavior, run experiments, and build more trustworthy AI systems.
Yapper is a cloud-based video creation and AI coaching platform that allows users to capture ideas, generate scripts, record video, edit transcripts, and schedule posts. The web application operates on a subscription and credit-based model to provide access to its video tools and artificial intelligence models.
Abliteration provides hosted artificial intelligence language models with reduced refusal filters alongside an enterprise policy gateway for custom governance. The system processes prompts for tasks like cybersecurity research, synthetic data generation, and machine learning training through OpenAI-compatible application programming interfaces.
HTML2PDF Rocket provides a web-based API platform that converts web pages and raw HTML code into downloadable PDF documents or image files.
Okendo provides customer marketing tools for e-commerce businesses to capture user-generated content, customer ratings, surveys, and product quizzes. It allows online merchants to show customer reviews, run loyalty initiatives, and optimize marketing campaigns directly within their digital storefronts.
Avelon provides a web-based affiliate marketing and partnership management tool that enables sports brands, publishers, and content creators to discover partners, automate attribution tracking, and process commission payouts. The software integrates directly with e-commerce stores to streamline link generation, real-time performance analytics, and fraud protection.
Dozuki is a digital work instruction and knowledge management platform that helps manufacturers create, manage, and deliver standardized procedures, training, and troubleshooting content to frontline teams. It is used to improve operational consistency, quality, and employee enablement on the factory floor.
Letaido provides an AI-driven lead generation and outbound automation platform designed to identify and engage prospects across LinkedIn and email. The system automates lead scraping, multi-channel outreach sequences, and personalization to streamline top-of-funnel sales activities.
Outcraft AI operates as an autonomous sales development platform that initiates instant multi-channel outreach to incoming leads through automated phone calls, text messages, and email. The software connects directly with existing customer relationship management software to qualify prospects, schedule sales meetings, recover failed payments, and automate user onboarding workflows.
Parasail provides managed cloud access to specialized graphic processing unit compute infrastructure and programming interfaces for deployed artificial intelligence applications. The web-hosted dashboard allows users to submit serverless machine learning inference workloads, run large language model pipelines, and track compute resource utilization across scalable cloud clusters.
TIKR Terminal provides a financial market research and stock analysis platform that aggregates financial data, analyst estimates, valuation metrics, global stock screening, and executive transcripts for public companies. The service presents institutional-grade data tools through a web browser interface to help investors evaluate equities and track institutional portfolios.
Explee offers automated lead generation and business development outreach. The platform identifies target prospect profiles, finds contact records, writes email campaigns, and handles prospect replies to arrange sales meetings
Cloudginny provides an artificial intelligence advertising agent that creates, audits, and optimizes Google Ads and Microsoft Advertising campaigns for ecommerce businesses. The system monitors search terms, sets negative keywords, structures Performance Max campaigns, and adjusts budgets based on chat instructions and user approvals.
Homie is an AI-powered recruiting and candidate sourcing platform that helps hiring teams identify, engage, and qualify job candidates more efficiently. It streamlines outbound recruiting workflows and talent pipeline management for growing companies.
SMTP2GO is a cloud-based SMTP and email delivery service that ensures reliable transactional and marketing email delivery, with analytics, APIs, and deliverability tools to monitor performance.
Slashy provides an artificial intelligence email client and workspace solution that drafts responses, organizes inboxes, and manages meeting schedules. The application integrates across communication tools to process messages and execute automated follow-up actions.
YourMax.AI is an AI-powered sales and revenue enablement platform that tracks market buying signals and filters prospects against target customer profiles. The system automatically enriches contact profiles and ranks prospective leads for sales outreach workflows.
Source: Cledara software payments data. Published 10 November 2026, 12:37 UTC. Generate yours at data.cledara.com.

View data tableHide data table
| Rank | Tool | Description |
|---|---|---|
| 1 | Grok | Grok is a conversational generative AI service pro... |
| 2 | Macroscope | Macroscope provides a codebase intelligence tool t... |
| 3 | Stairoids | Stairoids is a real-time signal-based go-to-market... |
| 4 | Shortcut | Shortcut is a platform that provides project manag... |
| 5 | Cobiro | Cobiro is a digital marketing software platform th... |
| 6 | ProfilePartner | ProfilePartner is a platform providing an automate... |
| 7 | Loremax | |
| 8 | Agentic | Agentic provides autonomous AI agents that connect... |
| 9 | Bluedot | Bluedot is an AI-powered meeting note-taking platf... |
| 10 | Requesty | Requesty provides an API platform that routes requ... |
| 11 | TypeSafe AI | TypeSafe provides AI-powered infrastructure and to... |
| 12 | Banani | Banani is an AI-powered platform that converts tex... |
| 13 | Rapid Ads | Rapid Ads is a digital advertising agency that bui... |
| 14 | Z.ai | Z.ai provides a conversational interface that proc... |
| 15 | QR Codes Unlimited | QR Codes Unlimited is a web-based QR code generato... |
| 16 | Trellus | Trellus is an AI-driven platform that provides rea... |
| 17 | Viktor | Viktor provides a cloud-based development platform... |
| 18 | CloudQA | CloudQA’s platform is a cloud-based automated test... |
| 19 | Vera | Vera (formerly Privasee) is an AI-powered complian... |
| 20 | CryptoQuant | CryptoQuant provides on-chain and market analytics... |
View data tableHide data table
| Rank | Tool | Description |
|---|---|---|
| 1 | Cobiro | Cobiro is a digital marketing software platform th... |
| 2 | Loremax | |
| 3 | TypeSafe AI | TypeSafe provides AI-powered infrastructure and to... |
| 4 | Yapper | Yapper is a cloud-based video creation and AI coac... |
| 5 | Abliteration | Abliteration provides hosted artificial intelligen... |
| 6 | HTML2PDF Rocket | HTML2PDF Rocket provides a web-based API platform ... |
| 7 | Obvious | |
| 8 | Okendo | Okendo provides customer marketing tools for e-com... |
| 9 | Avelon | Avelon provides a web-based affiliate marketing an... |
| 10 | Dozuki | Dozuki is a digital work instruction and knowledge... |
| 11 | Letaido | Letaido provides an AI-driven lead generation and ... |
| 12 | Outcraft | Outcraft AI operates as an autonomous sales develo... |
| 13 | Parasail | Parasail provides managed cloud access to speciali... |
| 14 | TIKR | TIKR Terminal provides a financial market research... |
| 15 | Explee | Explee offers automated lead generation and busine... |
| 16 | Cloudginny | Cloudginny provides an artificial intelligence adv... |
| 17 | Homie | Homie is an AI-powered recruiting and candidate so... |
| 18 | SMTP2GO | SMTP2GO is a cloud-based SMTP and email delivery s... |
| 19 | Slashy | Slashy provides an artificial intelligence email c... |
| 20 | YourMax.AI | YourMax.AI is an AI-powered sales and revenue enab... |
Emerging SaaS: First-Time Discoveries
The newest software tools companies have started paying for
Latest reading: Most recent: Microlink
AnalysisWhat the numbers mean
The newest tools companies have started paying for include Microlink (today), Guardio (today) and AuditBadger (4 days ago). Microlink is a developer-focused API platform for extracting, transforming, and enriching website metadata, screenshots, PDFs, and other web content at scale. Guardio is a browser-based cybersecurity service that protects users from phishing, malicious websites, scams, and browser hijacking.
Each product here was bought through Cledara for the first time on the date shown. Watching this list is one of the earliest ways to see new AI and SaaS products reaching business buyers, before they climb the main popularity rankings.
Emerging SaaS: First-Time Discoveries
Today
Microlink is a developer-focused API platform for extracting, transforming, and enriching website metadata, screenshots, PDFs, and other web content at scale. It helps teams automate link previews, web scraping, and content capture workflows.
Today
Guardio is a browser-based cybersecurity service that protects users from phishing, malicious websites, scams, and browser hijacking. It offers real-time threat detection and protection for safer web browsing.
4 days ago
AuditBadger is a cloud-based audit management platform for planning, executing, and reporting internal audits. It helps audit teams streamline workflows, manage findings, and maintain audit documentation in one system.
4 days ago
Renidly is a cloud-based property management and vacation rental software platform that helps hosts and property managers manage bookings, guest communication, operations, and channel distribution. It is designed to streamline short-term rental business workflows from a single system.
4 days ago
Gcore is a cloud and edge computing platform that provides CDN, cloud infrastructure, security, streaming, and AI services for building and delivering digital applications globally. It serves businesses needing high-performance content delivery, hosting, and edge services.
4 days ago
Talarian provides AI-powered sales automation software that helps teams identify prospects, enrich lead data, and streamline outbound sales workflows. It is designed to improve pipeline generation and sales efficiency.
4 days ago
LaunchPoint is a cloud-based onboarding and workflow automation platform that helps businesses automate customer onboarding, approvals, document collection, and internal processes. It is used to streamline operational workflows and improve handoffs across teams.
4 days ago
BetterMe is a digital wellness and fitness platform that provides personalized workout, nutrition, and health programs through mobile apps and online services. It focuses on helping individuals improve fitness, weight management, and overall wellbeing.
4 days ago
MySalesCoach is a sales coaching and enablement platform that helps sales teams improve performance through coaching workflows, feedback, and analytics. It is designed to support managers and reps with structured development and performance improvement tools.
4 days ago
Optiseller provides eCommerce listing optimization and management software for online marketplace sellers, helping merchants improve product visibility, automate listing workflows, and manage multichannel marketplace operations.
5 days ago
a-leads is a B2B lead generation and sales prospecting service platform that helps companies identify and connect with potential customers. It focuses on delivering qualified leads and outbound sales support for growth-focused teams.
5 days ago
Hyperline is a subscription management and billing platform that helps B2B SaaS companies handle pricing, billing operations, invoicing, and revenue workflows. It is designed to support finance and operations teams in managing recurring revenue processes.
5 days ago
Advanced Graphing Solutions Corporation develops technical charting and financial market analysis software and tools for traders and investors. Its offerings focus on market data visualization, charting, and related trading analytics capabilities.
5 days ago
BlueLobster is an AI-powered software platform that helps organizations automate and improve sales and go-to-market workflows. It provides tools focused on revenue operations, prospecting, and sales productivity.
5 days ago
Capy is an AI-powered customer support automation platform that helps businesses handle support interactions and workflows more efficiently. It is designed to streamline support operations using conversational AI and automation.
1 week ago
Refuse Less is a sustainability-focused service that helps households and communities reduce waste by promoting low-waste living and reuse practices. It does not appear to be a software or SaaS product.
1 week ago
Trybe is an employee lifecycle and people operations platform that helps HR teams manage onboarding, offboarding, employee journeys, and internal processes. It provides workflow automation and centralized tools for improving the employee experience.
1 week ago
Paradev is a software development and engineering partner that helps companies build digital products by providing remote development teams and technical talent. It focuses on product engineering and nearshore software development services for startups and growing businesses.
1 week ago
Boat is a developer tool for building and deploying AI-powered applications and workflows. It provides infrastructure and tooling for engineers to create, test, and run production AI systems.
1 week ago
Eddie AI is an AI-powered video editing assistant that helps creators and teams turn long-form video and audio into edited clips and publish-ready content more quickly. It is designed to streamline post-production workflows with generative editing and content repurposing features.
Source: Cledara software payments data, updated daily. Published 10 November 2026, 12:37 UTC. Generate yours at data.cledara.com.

View data tableHide data table
| Rank | Tool | Discovered |
|---|---|---|
| 1 | Microlink | Today |
| 2 | Guardio | Today |
| 3 | AuditBadger | 4 days ago |
| 4 | Renidly | 4 days ago |
| 5 | Gcore | 4 days ago |
| 6 | Talarian | 4 days ago |
| 7 | LaunchPoint | 4 days ago |
| 8 | BetterMe | 4 days ago |
| 9 | MySalesCoach | 4 days ago |
| 10 | Optiseller | 4 days ago |
| 11 | a-leads | 5 days ago |
| 12 | Hyperline | 5 days ago |
| 13 | Advanced Graphing Solutions Corporation | 5 days ago |
| 14 | BlueLobster | 5 days ago |
| 15 | Capy | 5 days ago |
| 16 | Refuse Less | 1 week ago |
| 17 | Trybe | 1 week ago |
| 18 | Paradev | 1 week ago |
| 19 | Boat | 1 week ago |
| 20 | Eddie AI | 1 week ago |
View category, team and historical market-share data
Latest month: October 2026. Payment-activity share is each group's share of all software purchases and renewals over the last 12 months; spend share is its share of all software spend.
| Category | Payment-activity share (%) | Spend share (%) |
|---|---|---|
| Collaboration & Productivity | 20.72 | 25.48 |
| AI Platforms & Model Ops | 20.51 | 14.12 |
| Engineering & DevOps | 20.32 | 15.28 |
| Marketing & Growth | 18.92 | 19.37 |
| IT & Security | 5.63 | 7.04 |
| Data & Analytics | 4.43 | 8.05 |
| Sales & Revenue | 4.36 | 6.52 |
| Finance & Accounting | 3.91 | 4.19 |
| People Ops & Talent | 3.52 | 5.56 |
| Customer Success & Support | 3.40 | 5.70 |
| Legal, Risk & Compliance | 2.59 | 2.53 |
| Operations & Supply Chain | 1.49 | 2.26 |
| Unknown | 0.03 | 0.00 |
| Team | Payment-activity share (%) | Spend share (%) |
|---|---|---|
| Data / AI | 21.13 | 15.95 |
| Engineering | 19.79 | 17.02 |
| Marketing / Growth | 12.62 | 8.38 |
| Cross-functional | 11.57 | 16.88 |
| IT / Ops | 6.54 | 6.04 |
| Product Management | 6.10 | 6.75 |
| Sales / RevOps | 5.18 | 8.85 |
| Finance | 3.71 | 2.86 |
| Customer Success / Support | 2.40 | 3.77 |
| People / HR | 2.39 | 3.85 |
| Legal / Compliance | 1.96 | 1.26 |
| Executive Leadership | 0.15 | 0.18 |
| Month | Category | Payment-activity share (%) | Spend share (%) |
|---|---|---|---|
| Jan-2022 | AI Platforms & Model Ops | 0.04 | 0.00 |
| Jan-2022 | Collaboration & Productivity | 24.48 | 23.15 |
| Jan-2022 | Customer Success & Support | 4.22 | 10.30 |
| Jan-2022 | Data & Analytics | 4.79 | 5.04 |
| Jan-2022 | Engineering & DevOps | 16.03 | 10.09 |
| Jan-2022 | Finance & Accounting | 5.30 | 7.20 |
| Jan-2022 | IT & Security | 5.28 | 5.26 |
| Jan-2022 | Legal, Risk & Compliance | 2.52 | 1.69 |
| Jan-2022 | Marketing & Growth | 19.41 | 14.89 |
| Jan-2022 | Operations & Supply Chain | 0.51 | 2.05 |
| Jan-2022 | People Ops & Talent | 4.73 | 5.26 |
| Jan-2022 | Sales & Revenue | 5.47 | 6.42 |
| Jan-2022 | Unknown | 0.00 | 0.00 |
| Feb-2022 | AI Platforms & Model Ops | 0.04 | 0.00 |
| Feb-2022 | Collaboration & Productivity | 24.36 | 22.83 |
| Feb-2022 | Customer Success & Support | 4.33 | 9.89 |
| Feb-2022 | Data & Analytics | 4.81 | 5.67 |
| Feb-2022 | Engineering & DevOps | 16.00 | 10.35 |
| Feb-2022 | Finance & Accounting | 5.25 | 6.35 |
| Feb-2022 | IT & Security | 5.34 | 5.49 |
| Feb-2022 | Legal, Risk & Compliance | 2.39 | 2.09 |
| Feb-2022 | Marketing & Growth | 19.54 | 15.07 |
| Feb-2022 | Operations & Supply Chain | 0.49 | 1.22 |
| Feb-2022 | People Ops & Talent | 4.84 | 6.20 |
| Feb-2022 | Sales & Revenue | 5.38 | 7.41 |
| Feb-2022 | Unknown | 0.00 | 0.00 |
| Mar-2022 | AI Platforms & Model Ops | 0.04 | 0.01 |
| Mar-2022 | Collaboration & Productivity | 24.12 | 23.12 |
| Mar-2022 | Customer Success & Support | 6.27 | 10.86 |
| Mar-2022 | Data & Analytics | 4.78 | 6.27 |
| Mar-2022 | Engineering & DevOps | 15.59 | 9.42 |
| Mar-2022 | Finance & Accounting | 4.96 | 6.39 |
| Mar-2022 | IT & Security | 5.36 | 5.02 |
| Mar-2022 | Legal, Risk & Compliance | 2.33 | 1.87 |
| Mar-2022 | Marketing & Growth | 19.15 | 15.83 |
| Mar-2022 | Operations & Supply Chain | 0.49 | 1.83 |
| Mar-2022 | People Ops & Talent | 4.64 | 5.69 |
| Mar-2022 | Sales & Revenue | 5.23 | 6.79 |
| Mar-2022 | Unknown | 0.00 | 0.00 |
| Apr-2022 | AI Platforms & Model Ops | 0.05 | 0.02 |
| Apr-2022 | Collaboration & Productivity | 24.70 | 24.00 |
| Apr-2022 | Customer Success & Support | 4.32 | 9.10 |
| Apr-2022 | Data & Analytics | 4.92 | 6.67 |
| Apr-2022 | Engineering & DevOps | 15.85 | 10.23 |
| Apr-2022 | Finance & Accounting | 5.02 | 6.11 |
| Apr-2022 | IT & Security | 5.48 | 4.97 |
| Apr-2022 | Legal, Risk & Compliance | 2.29 | 1.80 |
| Apr-2022 | Marketing & Growth | 19.82 | 17.39 |
| Apr-2022 | Operations & Supply Chain | 0.48 | 1.18 |
| Apr-2022 | People Ops & Talent | 4.49 | 5.57 |
| Apr-2022 | Sales & Revenue | 5.10 | 5.92 |
| Apr-2022 | Unknown | 0.00 | 0.00 |
| May-2022 | AI Platforms & Model Ops | 0.04 | 0.03 |
| May-2022 | Collaboration & Productivity | 24.65 | 23.82 |
| May-2022 | Customer Success & Support | 4.40 | 8.81 |
| May-2022 | Data & Analytics | 4.91 | 7.25 |
| May-2022 | Engineering & DevOps | 15.74 | 10.14 |
| May-2022 | Finance & Accounting | 4.82 | 5.51 |
| May-2022 | IT & Security | 5.64 | 5.21 |
| May-2022 | Legal, Risk & Compliance | 2.37 | 1.92 |
| May-2022 | Marketing & Growth | 20.00 | 17.33 |
| May-2022 | Operations & Supply Chain | 0.52 | 1.13 |
| May-2022 | People Ops & Talent | 4.34 | 5.79 |
| May-2022 | Sales & Revenue | 5.02 | 5.99 |
| May-2022 | Unknown | 0.00 | 0.00 |
| Jun-2022 | AI Platforms & Model Ops | 0.05 | 0.04 |
| Jun-2022 | Collaboration & Productivity | 24.76 | 24.31 |
| Jun-2022 | Customer Success & Support | 4.50 | 8.91 |
| Jun-2022 | Data & Analytics | 4.97 | 6.68 |
| Jun-2022 | Engineering & DevOps | 15.90 | 10.96 |
| Jun-2022 | Finance & Accounting | 4.68 | 5.13 |
| Jun-2022 | IT & Security | 5.57 | 4.77 |
| Jun-2022 | Legal, Risk & Compliance | 2.31 | 2.09 |
| Jun-2022 | Marketing & Growth | 19.85 | 16.91 |
| Jun-2022 | Operations & Supply Chain | 0.53 | 1.35 |
| Jun-2022 | People Ops & Talent | 4.30 | 5.81 |
| Jun-2022 | Sales & Revenue | 4.85 | 5.94 |
| Jun-2022 | Unknown | 0.00 | 0.00 |
| Jul-2022 | AI Platforms & Model Ops | 0.05 | 0.06 |
| Jul-2022 | Collaboration & Productivity | 24.76 | 24.08 |
| Jul-2022 | Customer Success & Support | 4.56 | 9.38 |
| Jul-2022 | Data & Analytics | 5.06 | 7.28 |
| Jul-2022 | Engineering & DevOps | 15.80 | 9.79 |
| Jul-2022 | Finance & Accounting | 4.62 | 4.89 |
| Jul-2022 | IT & Security | 5.61 | 4.71 |
| Jul-2022 | Legal, Risk & Compliance | 2.32 | 1.83 |
| Jul-2022 | Marketing & Growth | 19.68 | 17.28 |
| Jul-2022 | Operations & Supply Chain | 0.57 | 1.30 |
| Jul-2022 | People Ops & Talent | 4.31 | 5.71 |
| Jul-2022 | Sales & Revenue | 4.77 | 6.21 |
| Jul-2022 | Unknown | 0.00 | 0.00 |
| Aug-2022 | AI Platforms & Model Ops | 0.05 | 0.05 |
| Aug-2022 | Collaboration & Productivity | 24.77 | 25.10 |
| Aug-2022 | Customer Success & Support | 4.59 | 8.94 |
| Aug-2022 | Data & Analytics | 4.96 | 7.13 |
| Aug-2022 | Engineering & DevOps | 15.81 | 9.56 |
| Aug-2022 | Finance & Accounting | 4.48 | 4.58 |
| Aug-2022 | IT & Security | 5.55 | 4.49 |
| Aug-2022 | Legal, Risk & Compliance | 2.34 | 1.75 |
| Aug-2022 | Marketing & Growth | 19.91 | 17.87 |
| Aug-2022 | Operations & Supply Chain | 0.56 | 0.72 |
| Aug-2022 | People Ops & Talent | 4.38 | 6.17 |
| Aug-2022 | Sales & Revenue | 4.58 | 5.87 |
| Aug-2022 | Unknown | 0.00 | 0.00 |
| Sep-2022 | AI Platforms & Model Ops | 0.06 | 0.06 |
| Sep-2022 | Collaboration & Productivity | 24.59 | 24.53 |
| Sep-2022 | Customer Success & Support | 4.60 | 8.81 |
| Sep-2022 | Data & Analytics | 4.87 | 7.20 |
| Sep-2022 | Engineering & DevOps | 15.97 | 9.37 |
| Sep-2022 | Finance & Accounting | 4.45 | 4.57 |
| Sep-2022 | IT & Security | 5.59 | 4.52 |
| Sep-2022 | Legal, Risk & Compliance | 2.36 | 1.86 |
| Sep-2022 | Marketing & Growth | 19.90 | 18.82 |
| Sep-2022 | Operations & Supply Chain | 0.63 | 0.89 |
| Sep-2022 | People Ops & Talent | 4.25 | 6.13 |
| Sep-2022 | Sales & Revenue | 4.60 | 5.74 |
| Sep-2022 | Unknown | 0.00 | 0.00 |
| Oct-2022 | AI Platforms & Model Ops | 0.07 | 0.14 |
| Oct-2022 | Collaboration & Productivity | 24.31 | 23.92 |
| Oct-2022 | Customer Success & Support | 4.56 | 8.66 |
| Oct-2022 | Data & Analytics | 4.95 | 7.81 |
| Oct-2022 | Engineering & DevOps | 15.96 | 9.28 |
| Oct-2022 | Finance & Accounting | 4.49 | 4.36 |
| Oct-2022 | IT & Security | 5.63 | 4.59 |
| Oct-2022 | Legal, Risk & Compliance | 2.33 | 1.64 |
| Oct-2022 | Marketing & Growth | 19.97 | 18.45 |
| Oct-2022 | Operations & Supply Chain | 0.65 | 0.89 |
| Oct-2022 | People Ops & Talent | 4.22 | 6.57 |
| Oct-2022 | Sales & Revenue | 4.63 | 5.84 |
| Oct-2022 | Unknown | 0.00 | 0.00 |
| Nov-2022 | AI Platforms & Model Ops | 0.08 | 0.07 |
| Nov-2022 | Collaboration & Productivity | 24.33 | 24.21 |
| Nov-2022 | Customer Success & Support | 4.58 | 8.34 |
| Nov-2022 | Data & Analytics | 4.97 | 7.88 |
| Nov-2022 | Engineering & DevOps | 15.56 | 9.47 |
| Nov-2022 | Finance & Accounting | 4.52 | 4.41 |
| Nov-2022 | IT & Security | 5.71 | 4.57 |
| Nov-2022 | Legal, Risk & Compliance | 2.36 | 1.60 |
| Nov-2022 | Marketing & Growth | 20.13 | 18.78 |
| Nov-2022 | Operations & Supply Chain | 0.68 | 1.01 |
| Nov-2022 | People Ops & Talent | 4.24 | 6.32 |
| Nov-2022 | Sales & Revenue | 4.60 | 5.80 |
| Nov-2022 | Unknown | 0.00 | 0.00 |
| Dec-2022 | AI Platforms & Model Ops | 0.09 | 0.07 |
| Dec-2022 | Collaboration & Productivity | 24.27 | 24.04 |
| Dec-2022 | Customer Success & Support | 4.57 | 8.85 |
| Dec-2022 | Data & Analytics | 5.06 | 8.14 |
| Dec-2022 | Engineering & DevOps | 15.62 | 9.54 |
| Dec-2022 | Finance & Accounting | 4.45 | 4.27 |
| Dec-2022 | IT & Security | 5.71 | 4.69 |
| Dec-2022 | Legal, Risk & Compliance | 2.28 | 1.32 |
| Dec-2022 | Marketing & Growth | 20.24 | 18.62 |
| Dec-2022 | Operations & Supply Chain | 0.76 | 0.98 |
| Dec-2022 | People Ops & Talent | 4.19 | 6.43 |
| Dec-2022 | Sales & Revenue | 4.50 | 5.49 |
| Dec-2022 | Unknown | 0.00 | 0.00 |
| Jan-2023 | AI Platforms & Model Ops | 0.11 | 0.13 |
| Jan-2023 | Collaboration & Productivity | 24.11 | 24.12 |
| Jan-2023 | Customer Success & Support | 4.57 | 8.42 |
| Jan-2023 | Data & Analytics | 5.05 | 7.22 |
| Jan-2023 | Engineering & DevOps | 15.57 | 9.58 |
| Jan-2023 | Finance & Accounting | 4.43 | 4.22 |
| Jan-2023 | IT & Security | 5.73 | 4.93 |
| Jan-2023 | Legal, Risk & Compliance | 2.32 | 1.46 |
| Jan-2023 | Marketing & Growth | 20.41 | 19.19 |
| Jan-2023 | Operations & Supply Chain | 0.75 | 0.92 |
| Jan-2023 | People Ops & Talent | 4.23 | 6.48 |
| Jan-2023 | Sales & Revenue | 4.39 | 5.26 |
| Jan-2023 | Unknown | 0.00 | 0.00 |
| Feb-2023 | AI Platforms & Model Ops | 0.18 | 0.14 |
| Feb-2023 | Collaboration & Productivity | 23.98 | 23.79 |
| Feb-2023 | Customer Success & Support | 4.61 | 8.22 |
| Feb-2023 | Data & Analytics | 5.11 | 7.99 |
| Feb-2023 | Engineering & DevOps | 15.73 | 9.65 |
| Feb-2023 | Finance & Accounting | 4.41 | 4.27 |
| Feb-2023 | IT & Security | 5.66 | 5.01 |
| Feb-2023 | Legal, Risk & Compliance | 2.33 | 1.56 |
| Feb-2023 | Marketing & Growth | 20.40 | 19.27 |
| Feb-2023 | Operations & Supply Chain | 0.82 | 1.00 |
| Feb-2023 | People Ops & Talent | 4.19 | 6.16 |
| Feb-2023 | Sales & Revenue | 4.34 | 5.10 |
| Feb-2023 | Unknown | 0.00 | 0.00 |
| Mar-2023 | AI Platforms & Model Ops | 0.39 | 0.16 |
| Mar-2023 | Collaboration & Productivity | 23.66 | 23.05 |
| Mar-2023 | Customer Success & Support | 4.62 | 8.27 |
| Mar-2023 | Data & Analytics | 5.12 | 8.03 |
| Mar-2023 | Engineering & DevOps | 15.64 | 9.74 |
| Mar-2023 | Finance & Accounting | 4.40 | 4.22 |
| Mar-2023 | IT & Security | 5.80 | 5.22 |
| Mar-2023 | Legal, Risk & Compliance | 2.34 | 1.57 |
| Mar-2023 | Marketing & Growth | 20.34 | 18.82 |
| Mar-2023 | Operations & Supply Chain | 0.85 | 0.84 |
| Mar-2023 | People Ops & Talent | 4.14 | 6.45 |
| Mar-2023 | Sales & Revenue | 4.31 | 5.41 |
| Mar-2023 | Unknown | 0.00 | 0.00 |
| Apr-2023 | AI Platforms & Model Ops | 0.68 | 0.20 |
| Apr-2023 | Collaboration & Productivity | 23.54 | 23.10 |
| Apr-2023 | Customer Success & Support | 4.61 | 8.21 |
| Apr-2023 | Data & Analytics | 5.10 | 7.55 |
| Apr-2023 | Engineering & DevOps | 15.71 | 10.09 |
| Apr-2023 | Finance & Accounting | 4.37 | 4.22 |
| Apr-2023 | IT & Security | 5.68 | 5.12 |
| Apr-2023 | Legal, Risk & Compliance | 2.31 | 1.52 |
| Apr-2023 | Marketing & Growth | 20.31 | 18.79 |
| Apr-2023 | Operations & Supply Chain | 0.87 | 0.93 |
| Apr-2023 | People Ops & Talent | 4.12 | 6.45 |
| Apr-2023 | Sales & Revenue | 4.29 | 5.53 |
| Apr-2023 | Unknown | 0.00 | 0.00 |
| May-2023 | AI Platforms & Model Ops | 0.98 | 0.25 |
| May-2023 | Collaboration & Productivity | 23.34 | 22.73 |
| May-2023 | Customer Success & Support | 4.60 | 8.34 |
| May-2023 | Data & Analytics | 5.09 | 7.95 |
| May-2023 | Engineering & DevOps | 15.76 | 10.52 |
| May-2023 | Finance & Accounting | 4.31 | 4.18 |
| May-2023 | IT & Security | 5.68 | 5.10 |
| May-2023 | Legal, Risk & Compliance | 2.32 | 1.77 |
| May-2023 | Marketing & Growth | 20.30 | 18.44 |
| May-2023 | Operations & Supply Chain | 0.91 | 0.94 |
| May-2023 | People Ops & Talent | 4.05 | 6.12 |
| May-2023 | Sales & Revenue | 4.28 | 5.48 |
| May-2023 | Unknown | 0.00 | 0.00 |
| Jun-2023 | AI Platforms & Model Ops | 1.25 | 0.27 |
| Jun-2023 | Collaboration & Productivity | 23.27 | 22.60 |
| Jun-2023 | Customer Success & Support | 4.55 | 8.62 |
| Jun-2023 | Data & Analytics | 5.02 | 7.88 |
| Jun-2023 | Engineering & DevOps | 15.86 | 10.11 |
| Jun-2023 | Finance & Accounting | 4.32 | 4.02 |
| Jun-2023 | IT & Security | 5.76 | 5.09 |
| Jun-2023 | Legal, Risk & Compliance | 2.29 | 1.76 |
| Jun-2023 | Marketing & Growth | 20.21 | 18.80 |
| Jun-2023 | Operations & Supply Chain | 0.91 | 0.98 |
| Jun-2023 | People Ops & Talent | 4.00 | 6.46 |
| Jun-2023 | Sales & Revenue | 4.29 | 5.36 |
| Jun-2023 | Unknown | 0.00 | 0.00 |
| Jul-2023 | AI Platforms & Model Ops | 1.43 | 0.22 |
| Jul-2023 | Collaboration & Productivity | 23.59 | 23.47 |
| Jul-2023 | Customer Success & Support | 4.23 | 7.90 |
| Jul-2023 | Data & Analytics | 4.94 | 7.75 |
| Jul-2023 | Engineering & DevOps | 16.09 | 10.40 |
| Jul-2023 | Finance & Accounting | 4.43 | 4.37 |
| Jul-2023 | IT & Security | 5.59 | 5.09 |
| Jul-2023 | Legal, Risk & Compliance | 2.21 | 1.87 |
| Jul-2023 | Marketing & Growth | 20.22 | 19.06 |
| Jul-2023 | Operations & Supply Chain | 0.82 | 0.84 |
| Jul-2023 | People Ops & Talent | 3.82 | 5.76 |
| Jul-2023 | Sales & Revenue | 4.14 | 5.15 |
| Jul-2023 | Unknown | 0.00 | 0.00 |
| Aug-2023 | AI Platforms & Model Ops | 1.63 | 0.26 |
| Aug-2023 | Collaboration & Productivity | 23.23 | 23.17 |
| Aug-2023 | Customer Success & Support | 4.27 | 7.92 |
| Aug-2023 | Data & Analytics | 4.91 | 7.44 |
| Aug-2023 | Engineering & DevOps | 16.13 | 10.49 |
| Aug-2023 | Finance & Accounting | 4.44 | 4.36 |
| Aug-2023 | IT & Security | 5.78 | 5.18 |
| Aug-2023 | Legal, Risk & Compliance | 2.25 | 1.98 |
| Aug-2023 | Marketing & Growth | 20.09 | 18.87 |
| Aug-2023 | Operations & Supply Chain | 0.87 | 0.61 |
| Aug-2023 | People Ops & Talent | 3.93 | 6.50 |
| Aug-2023 | Sales & Revenue | 4.10 | 5.04 |
| Aug-2023 | Unknown | 0.00 | 0.00 |
| Sep-2023 | AI Platforms & Model Ops | 1.93 | 0.37 |
| Sep-2023 | Collaboration & Productivity | 22.94 | 22.94 |
| Sep-2023 | Customer Success & Support | 4.30 | 9.12 |
| Sep-2023 | Data & Analytics | 4.88 | 7.42 |
| Sep-2023 | Engineering & DevOps | 16.04 | 10.20 |
| Sep-2023 | Finance & Accounting | 4.52 | 4.41 |
| Sep-2023 | IT & Security | 5.79 | 5.32 |
| Sep-2023 | Legal, Risk & Compliance | 2.25 | 1.73 |
| Sep-2023 | Marketing & Growth | 20.07 | 18.03 |
| Sep-2023 | Operations & Supply Chain | 0.94 | 0.90 |
| Sep-2023 | People Ops & Talent | 3.97 | 6.48 |
| Sep-2023 | Sales & Revenue | 4.19 | 5.19 |
| Sep-2023 | Unknown | 0.00 | 0.00 |
| Oct-2023 | AI Platforms & Model Ops | 2.26 | 0.42 |
| Oct-2023 | Collaboration & Productivity | 22.94 | 23.26 |
| Oct-2023 | Customer Success & Support | 4.25 | 8.75 |
| Oct-2023 | Data & Analytics | 4.90 | 7.51 |
| Oct-2023 | Engineering & DevOps | 16.07 | 10.24 |
| Oct-2023 | Finance & Accounting | 4.52 | 4.34 |
| Oct-2023 | IT & Security | 5.87 | 5.50 |
| Oct-2023 | Legal, Risk & Compliance | 2.20 | 1.73 |
| Oct-2023 | Marketing & Growth | 19.79 | 17.77 |
| Oct-2023 | Operations & Supply Chain | 0.92 | 0.86 |
| Oct-2023 | People Ops & Talent | 3.99 | 6.42 |
| Oct-2023 | Sales & Revenue | 4.07 | 5.04 |
| Oct-2023 | Unknown | 0.00 | 0.00 |
| Nov-2023 | AI Platforms & Model Ops | 2.65 | 0.48 |
| Nov-2023 | Collaboration & Productivity | 22.82 | 23.45 |
| Nov-2023 | Customer Success & Support | 4.20 | 8.89 |
| Nov-2023 | Data & Analytics | 4.85 | 7.14 |
| Nov-2023 | Engineering & DevOps | 16.07 | 10.31 |
| Nov-2023 | Finance & Accounting | 4.53 | 4.29 |
| Nov-2023 | IT & Security | 5.79 | 5.62 |
| Nov-2023 | Legal, Risk & Compliance | 2.17 | 1.76 |
| Nov-2023 | Marketing & Growth | 19.90 | 17.98 |
| Nov-2023 | Operations & Supply Chain | 0.89 | 0.67 |
| Nov-2023 | People Ops & Talent | 3.90 | 6.29 |
| Nov-2023 | Sales & Revenue | 4.01 | 4.86 |
| Nov-2023 | Unknown | 0.00 | 0.00 |
| Dec-2023 | AI Platforms & Model Ops | 3.05 | 0.49 |
| Dec-2023 | Collaboration & Productivity | 22.69 | 23.65 |
| Dec-2023 | Customer Success & Support | 4.18 | 8.60 |
| Dec-2023 | Data & Analytics | 4.82 | 7.08 |
| Dec-2023 | Engineering & DevOps | 15.96 | 10.43 |
| Dec-2023 | Finance & Accounting | 4.59 | 4.38 |
| Dec-2023 | IT & Security | 5.88 | 5.55 |
| Dec-2023 | Legal, Risk & Compliance | 2.15 | 1.75 |
| Dec-2023 | Marketing & Growth | 19.84 | 18.31 |
| Dec-2023 | Operations & Supply Chain | 0.88 | 0.64 |
| Dec-2023 | People Ops & Talent | 3.87 | 5.79 |
| Dec-2023 | Sales & Revenue | 3.91 | 4.83 |
| Dec-2023 | Unknown | 0.00 | 0.00 |
| Jan-2024 | AI Platforms & Model Ops | 3.47 | 0.61 |
| Jan-2024 | Collaboration & Productivity | 22.50 | 23.83 |
| Jan-2024 | Customer Success & Support | 4.12 | 8.52 |
| Jan-2024 | Data & Analytics | 4.80 | 7.13 |
| Jan-2024 | Engineering & DevOps | 15.92 | 10.61 |
| Jan-2024 | Finance & Accounting | 4.67 | 4.36 |
| Jan-2024 | IT & Security | 5.86 | 5.37 |
| Jan-2024 | Legal, Risk & Compliance | 2.12 | 1.70 |
| Jan-2024 | Marketing & Growth | 19.64 | 17.90 |
| Jan-2024 | Operations & Supply Chain | 1.00 | 0.97 |
| Jan-2024 | People Ops & Talent | 3.89 | 5.90 |
| Jan-2024 | Sales & Revenue | 3.81 | 4.88 |
| Jan-2024 | Unknown | 0.00 | 0.00 |
| Feb-2024 | AI Platforms & Model Ops | 3.87 | 0.76 |
| Feb-2024 | Collaboration & Productivity | 22.38 | 23.66 |
| Feb-2024 | Customer Success & Support | 4.07 | 8.82 |
| Feb-2024 | Data & Analytics | 4.73 | 7.13 |
| Feb-2024 | Engineering & DevOps | 15.85 | 10.61 |
| Feb-2024 | Finance & Accounting | 4.65 | 4.17 |
| Feb-2024 | IT & Security | 5.89 | 5.45 |
| Feb-2024 | Legal, Risk & Compliance | 2.13 | 1.84 |
| Feb-2024 | Marketing & Growth | 19.55 | 17.50 |
| Feb-2024 | Operations & Supply Chain | 1.07 | 0.89 |
| Feb-2024 | People Ops & Talent | 3.78 | 5.95 |
| Feb-2024 | Sales & Revenue | 3.81 | 4.56 |
| Feb-2024 | Unknown | 0.00 | 0.00 |
| Mar-2024 | AI Platforms & Model Ops | 4.20 | 0.87 |
| Mar-2024 | Collaboration & Productivity | 22.26 | 24.13 |
| Mar-2024 | Customer Success & Support | 3.95 | 8.38 |
| Mar-2024 | Data & Analytics | 4.69 | 7.00 |
| Mar-2024 | Engineering & DevOps | 15.81 | 10.43 |
| Mar-2024 | Finance & Accounting | 4.68 | 4.14 |
| Mar-2024 | IT & Security | 5.95 | 5.49 |
| Mar-2024 | Legal, Risk & Compliance | 2.13 | 1.75 |
| Mar-2024 | Marketing & Growth | 19.52 | 17.62 |
| Mar-2024 | Operations & Supply Chain | 1.08 | 1.03 |
| Mar-2024 | People Ops & Talent | 3.79 | 6.00 |
| Mar-2024 | Sales & Revenue | 3.79 | 4.56 |
| Mar-2024 | Unknown | 0.00 | 0.00 |
| Apr-2024 | AI Platforms & Model Ops | 4.45 | 1.04 |
| Apr-2024 | Collaboration & Productivity | 22.13 | 24.26 |
| Apr-2024 | Customer Success & Support | 3.89 | 7.94 |
| Apr-2024 | Data & Analytics | 4.66 | 7.25 |
| Apr-2024 | Engineering & DevOps | 15.90 | 10.64 |
| Apr-2024 | Finance & Accounting | 4.72 | 4.14 |
| Apr-2024 | IT & Security | 5.89 | 5.55 |
| Apr-2024 | Legal, Risk & Compliance | 2.10 | 1.48 |
| Apr-2024 | Marketing & Growth | 19.48 | 17.60 |
| Apr-2024 | Operations & Supply Chain | 1.12 | 1.05 |
| Apr-2024 | People Ops & Talent | 3.74 | 5.96 |
| Apr-2024 | Sales & Revenue | 3.70 | 4.52 |
| Apr-2024 | Unknown | 0.00 | 0.00 |
| May-2024 | AI Platforms & Model Ops | 4.66 | 1.13 |
| May-2024 | Collaboration & Productivity | 22.12 | 24.99 |
| May-2024 | Customer Success & Support | 3.80 | 7.90 |
| May-2024 | Data & Analytics | 4.62 | 7.16 |
| May-2024 | Engineering & DevOps | 15.90 | 10.68 |
| May-2024 | Finance & Accounting | 4.74 | 4.07 |
| May-2024 | IT & Security | 5.88 | 5.48 |
| May-2024 | Legal, Risk & Compliance | 2.17 | 1.49 |
| May-2024 | Marketing & Growth | 19.36 | 17.16 |
| May-2024 | Operations & Supply Chain | 1.12 | 1.11 |
| May-2024 | People Ops & Talent | 3.75 | 5.73 |
| May-2024 | Sales & Revenue | 3.66 | 4.48 |
| May-2024 | Unknown | 0.00 | 0.00 |
| Jun-2024 | AI Platforms & Model Ops | 4.85 | 1.21 |
| Jun-2024 | Collaboration & Productivity | 21.96 | 24.65 |
| Jun-2024 | Customer Success & Support | 3.76 | 7.44 |
| Jun-2024 | Data & Analytics | 4.56 | 7.13 |
| Jun-2024 | Engineering & DevOps | 15.86 | 10.36 |
| Jun-2024 | Finance & Accounting | 4.82 | 4.25 |
| Jun-2024 | IT & Security | 5.92 | 5.84 |
| Jun-2024 | Legal, Risk & Compliance | 2.16 | 1.45 |
| Jun-2024 | Marketing & Growth | 19.24 | 17.40 |
| Jun-2024 | Operations & Supply Chain | 1.14 | 1.13 |
| Jun-2024 | People Ops & Talent | 3.73 | 5.92 |
| Jun-2024 | Sales & Revenue | 3.68 | 4.44 |
| Jun-2024 | Unknown | 0.00 | 0.00 |
| Jul-2024 | AI Platforms & Model Ops | 5.03 | 1.30 |
| Jul-2024 | Collaboration & Productivity | 21.99 | 25.18 |
| Jul-2024 | Customer Success & Support | 3.68 | 7.62 |
| Jul-2024 | Data & Analytics | 4.53 | 6.78 |
| Jul-2024 | Engineering & DevOps | 15.95 | 10.65 |
| Jul-2024 | Finance & Accounting | 4.72 | 4.16 |
| Jul-2024 | IT & Security | 5.88 | 5.62 |
| Jul-2024 | Legal, Risk & Compliance | 2.18 | 1.55 |
| Jul-2024 | Marketing & Growth | 19.29 | 17.60 |
| Jul-2024 | Operations & Supply Chain | 1.16 | 1.12 |
| Jul-2024 | People Ops & Talent | 3.61 | 5.62 |
| Jul-2024 | Sales & Revenue | 3.63 | 4.02 |
| Jul-2024 | Unknown | 0.00 | 0.00 |
| Aug-2024 | AI Platforms & Model Ops | 5.17 | 1.37 |
| Aug-2024 | Collaboration & Productivity | 21.91 | 25.26 |
| Aug-2024 | Customer Success & Support | 3.65 | 7.47 |
| Aug-2024 | Data & Analytics | 4.54 | 7.14 |
| Aug-2024 | Engineering & DevOps | 15.90 | 10.67 |
| Aug-2024 | Finance & Accounting | 4.66 | 4.02 |
| Aug-2024 | IT & Security | 5.93 | 5.55 |
| Aug-2024 | Legal, Risk & Compliance | 2.19 | 1.61 |
| Aug-2024 | Marketing & Growth | 19.23 | 17.61 |
| Aug-2024 | Operations & Supply Chain | 1.16 | 1.13 |
| Aug-2024 | People Ops & Talent | 3.57 | 5.41 |
| Aug-2024 | Sales & Revenue | 3.66 | 4.06 |
| Aug-2024 | Unknown | 0.00 | 0.00 |
| Sep-2024 | AI Platforms & Model Ops | 5.29 | 1.44 |
| Sep-2024 | Collaboration & Productivity | 21.79 | 25.54 |
| Sep-2024 | Customer Success & Support | 3.58 | 6.00 |
| Sep-2024 | Data & Analytics | 4.52 | 7.07 |
| Sep-2024 | Engineering & DevOps | 16.06 | 10.91 |
| Sep-2024 | Finance & Accounting | 4.55 | 3.90 |
| Sep-2024 | IT & Security | 5.87 | 5.60 |
| Sep-2024 | Legal, Risk & Compliance | 2.19 | 1.55 |
| Sep-2024 | Marketing & Growth | 19.27 | 18.05 |
| Sep-2024 | Operations & Supply Chain | 1.17 | 1.18 |
| Sep-2024 | People Ops & Talent | 3.57 | 5.51 |
| Sep-2024 | Sales & Revenue | 3.71 | 4.09 |
| Sep-2024 | Unknown | 0.00 | 0.00 |
| Oct-2024 | AI Platforms & Model Ops | 5.42 | 1.57 |
| Oct-2024 | Collaboration & Productivity | 21.83 | 25.45 |
| Oct-2024 | Customer Success & Support | 3.54 | 5.85 |
| Oct-2024 | Data & Analytics | 4.52 | 6.92 |
| Oct-2024 | Engineering & DevOps | 15.91 | 10.62 |
| Oct-2024 | Finance & Accounting | 4.51 | 3.85 |
| Oct-2024 | IT & Security | 5.88 | 5.59 |
| Oct-2024 | Legal, Risk & Compliance | 2.16 | 1.63 |
| Oct-2024 | Marketing & Growth | 19.41 | 18.21 |
| Oct-2024 | Operations & Supply Chain | 1.21 | 1.21 |
| Oct-2024 | People Ops & Talent | 3.48 | 5.65 |
| Oct-2024 | Sales & Revenue | 3.76 | 4.35 |
| Oct-2024 | Unknown | 0.00 | 0.00 |
| Nov-2024 | AI Platforms & Model Ops | 5.47 | 1.62 |
| Nov-2024 | Collaboration & Productivity | 21.89 | 25.50 |
| Nov-2024 | Customer Success & Support | 3.50 | 5.62 |
| Nov-2024 | Data & Analytics | 4.56 | 7.24 |
| Nov-2024 | Engineering & DevOps | 15.85 | 10.62 |
| Nov-2024 | Finance & Accounting | 4.50 | 3.77 |
| Nov-2024 | IT & Security | 5.86 | 5.65 |
| Nov-2024 | Legal, Risk & Compliance | 2.17 | 1.70 |
| Nov-2024 | Marketing & Growth | 19.36 | 18.20 |
| Nov-2024 | Operations & Supply Chain | 1.17 | 1.16 |
| Nov-2024 | People Ops & Talent | 3.46 | 5.58 |
| Nov-2024 | Sales & Revenue | 3.80 | 4.31 |
| Nov-2024 | Unknown | 0.00 | 0.00 |
| Dec-2024 | AI Platforms & Model Ops | 5.52 | 1.76 |
| Dec-2024 | Collaboration & Productivity | 21.94 | 25.38 |
| Dec-2024 | Customer Success & Support | 3.49 | 5.85 |
| Dec-2024 | Data & Analytics | 4.52 | 6.88 |
| Dec-2024 | Engineering & DevOps | 15.79 | 10.50 |
| Dec-2024 | Finance & Accounting | 4.49 | 3.74 |
| Dec-2024 | IT & Security | 5.83 | 5.36 |
| Dec-2024 | Legal, Risk & Compliance | 2.18 | 1.83 |
| Dec-2024 | Marketing & Growth | 19.30 | 18.29 |
| Dec-2024 | Operations & Supply Chain | 1.22 | 1.22 |
| Dec-2024 | People Ops & Talent | 3.40 | 5.65 |
| Dec-2024 | Sales & Revenue | 3.83 | 4.40 |
| Dec-2024 | Unknown | 0.00 | 0.00 |
| Jan-2025 | AI Platforms & Model Ops | 5.58 | 1.89 |
| Jan-2025 | Collaboration & Productivity | 21.98 | 25.71 |
| Jan-2025 | Customer Success & Support | 3.45 | 5.79 |
| Jan-2025 | Data & Analytics | 4.60 | 7.50 |
| Jan-2025 | Engineering & DevOps | 15.78 | 10.25 |
| Jan-2025 | Finance & Accounting | 4.48 | 3.75 |
| Jan-2025 | IT & Security | 5.89 | 5.77 |
| Jan-2025 | Legal, Risk & Compliance | 2.15 | 1.70 |
| Jan-2025 | Marketing & Growth | 19.16 | 18.07 |
| Jan-2025 | Operations & Supply Chain | 1.19 | 1.22 |
| Jan-2025 | People Ops & Talent | 3.33 | 5.43 |
| Jan-2025 | Sales & Revenue | 3.88 | 3.96 |
| Jan-2025 | Unknown | 0.01 | 0.00 |
| Feb-2025 | AI Platforms & Model Ops | 5.68 | 2.02 |
| Feb-2025 | Collaboration & Productivity | 22.01 | 25.84 |
| Feb-2025 | Customer Success & Support | 3.46 | 5.77 |
| Feb-2025 | Data & Analytics | 4.56 | 7.28 |
| Feb-2025 | Engineering & DevOps | 15.93 | 10.75 |
| Feb-2025 | Finance & Accounting | 4.43 | 3.75 |
| Feb-2025 | IT & Security | 5.92 | 5.54 |
| Feb-2025 | Legal, Risk & Compliance | 2.18 | 1.86 |
| Feb-2025 | Marketing & Growth | 19.04 | 18.05 |
| Feb-2025 | Operations & Supply Chain | 1.14 | 1.09 |
| Feb-2025 | People Ops & Talent | 3.27 | 5.07 |
| Feb-2025 | Sales & Revenue | 3.92 | 4.15 |
| Feb-2025 | Unknown | 0.01 | 0.00 |
| Mar-2025 | AI Platforms & Model Ops | 5.82 | 2.16 |
| Mar-2025 | Collaboration & Productivity | 21.95 | 25.94 |
| Mar-2025 | Customer Success & Support | 3.40 | 5.52 |
| Mar-2025 | Data & Analytics | 4.56 | 7.28 |
| Mar-2025 | Engineering & DevOps | 16.11 | 10.50 |
| Mar-2025 | Finance & Accounting | 4.37 | 3.64 |
| Mar-2025 | IT & Security | 5.94 | 5.89 |
| Mar-2025 | Legal, Risk & Compliance | 2.16 | 1.73 |
| Mar-2025 | Marketing & Growth | 19.03 | 18.20 |
| Mar-2025 | Operations & Supply Chain | 1.15 | 1.12 |
| Mar-2025 | People Ops & Talent | 3.26 | 5.25 |
| Mar-2025 | Sales & Revenue | 3.88 | 4.25 |
| Mar-2025 | Unknown | 0.01 | 0.00 |
| Apr-2025 | AI Platforms & Model Ops | 6.06 | 2.33 |
| Apr-2025 | Collaboration & Productivity | 21.92 | 26.15 |
| Apr-2025 | Customer Success & Support | 3.42 | 5.53 |
| Apr-2025 | Data & Analytics | 4.54 | 7.15 |
| Apr-2025 | Engineering & DevOps | 16.27 | 10.65 |
| Apr-2025 | Finance & Accounting | 4.33 | 3.40 |
| Apr-2025 | IT & Security | 5.90 | 5.88 |
| Apr-2025 | Legal, Risk & Compliance | 2.20 | 1.65 |
| Apr-2025 | Marketing & Growth | 18.83 | 18.24 |
| Apr-2025 | Operations & Supply Chain | 1.14 | 1.11 |
| Apr-2025 | People Ops & Talent | 3.22 | 5.17 |
| Apr-2025 | Sales & Revenue | 3.93 | 4.08 |
| Apr-2025 | Unknown | 0.02 | 0.00 |
| May-2025 | AI Platforms & Model Ops | 6.27 | 2.50 |
| May-2025 | Collaboration & Productivity | 21.90 | 26.60 |
| May-2025 | Customer Success & Support | 3.41 | 5.58 |
| May-2025 | Data & Analytics | 4.49 | 7.16 |
| May-2025 | Engineering & DevOps | 16.48 | 10.60 |
| May-2025 | Finance & Accounting | 4.28 | 3.56 |
| May-2025 | IT & Security | 5.88 | 5.63 |
| May-2025 | Legal, Risk & Compliance | 2.21 | 1.77 |
| May-2025 | Marketing & Growth | 18.81 | 18.16 |
| May-2025 | Operations & Supply Chain | 0.95 | 0.90 |
| May-2025 | People Ops & Talent | 3.18 | 4.97 |
| May-2025 | Sales & Revenue | 3.94 | 4.09 |
| May-2025 | Unknown | 0.02 | 0.00 |
| Jun-2025 | AI Platforms & Model Ops | 6.54 | 2.71 |
| Jun-2025 | Collaboration & Productivity | 21.88 | 26.63 |
| Jun-2025 | Customer Success & Support | 3.38 | 5.46 |
| Jun-2025 | Data & Analytics | 4.49 | 7.18 |
| Jun-2025 | Engineering & DevOps | 16.56 | 10.23 |
| Jun-2025 | Finance & Accounting | 4.22 | 3.44 |
| Jun-2025 | IT & Security | 5.80 | 5.79 |
| Jun-2025 | Legal, Risk & Compliance | 2.23 | 1.73 |
| Jun-2025 | Marketing & Growth | 18.61 | 18.02 |
| Jun-2025 | Operations & Supply Chain | 1.09 | 1.02 |
| Jun-2025 | People Ops & Talent | 3.13 | 5.15 |
| Jun-2025 | Sales & Revenue | 3.94 | 4.17 |
| Jun-2025 | Unknown | 0.03 | 0.00 |
| Jul-2025 | AI Platforms & Model Ops | 6.78 | 2.92 |
| Jul-2025 | Collaboration & Productivity | 21.81 | 26.62 |
| Jul-2025 | Customer Success & Support | 3.36 | 5.39 |
| Jul-2025 | Data & Analytics | 4.43 | 7.48 |
| Jul-2025 | Engineering & DevOps | 16.78 | 10.36 |
| Jul-2025 | Finance & Accounting | 4.18 | 3.50 |
| Jul-2025 | IT & Security | 5.78 | 5.33 |
| Jul-2025 | Legal, Risk & Compliance | 2.21 | 1.65 |
| Jul-2025 | Marketing & Growth | 18.45 | 17.85 |
| Jul-2025 | Operations & Supply Chain | 1.07 | 0.99 |
| Jul-2025 | People Ops & Talent | 3.11 | 5.15 |
| Jul-2025 | Sales & Revenue | 3.96 | 4.44 |
| Jul-2025 | Unknown | 0.03 | 0.00 |
| Aug-2025 | AI Platforms & Model Ops | 7.16 | 3.20 |
| Aug-2025 | Collaboration & Productivity | 21.84 | 27.18 |
| Aug-2025 | Customer Success & Support | 3.38 | 5.36 |
| Aug-2025 | Data & Analytics | 4.35 | 7.25 |
| Aug-2025 | Engineering & DevOps | 16.98 | 10.49 |
| Aug-2025 | Finance & Accounting | 4.12 | 3.47 |
| Aug-2025 | IT & Security | 5.72 | 5.75 |
| Aug-2025 | Legal, Risk & Compliance | 2.21 | 1.68 |
| Aug-2025 | Marketing & Growth | 18.38 | 17.34 |
| Aug-2025 | Operations & Supply Chain | 1.03 | 0.91 |
| Aug-2025 | People Ops & Talent | 3.04 | 4.99 |
| Aug-2025 | Sales & Revenue | 3.85 | 4.07 |
| Aug-2025 | Unknown | 0.00 | 0.00 |
| Sep-2025 | AI Platforms & Model Ops | 7.54 | 3.53 |
| Sep-2025 | Collaboration & Productivity | 21.68 | 27.20 |
| Sep-2025 | Customer Success & Support | 3.36 | 5.22 |
| Sep-2025 | Data & Analytics | 4.30 | 7.27 |
| Sep-2025 | Engineering & DevOps | 17.17 | 10.53 |
| Sep-2025 | Finance & Accounting | 4.06 | 3.23 |
| Sep-2025 | IT & Security | 5.72 | 5.67 |
| Sep-2025 | Legal, Risk & Compliance | 2.24 | 1.79 |
| Sep-2025 | Marketing & Growth | 18.15 | 17.15 |
| Sep-2025 | Operations & Supply Chain | 1.04 | 0.95 |
| Sep-2025 | People Ops & Talent | 3.05 | 5.03 |
| Sep-2025 | Sales & Revenue | 3.81 | 4.04 |
| Sep-2025 | Unknown | 0.00 | 0.00 |
| Oct-2025 | AI Platforms & Model Ops | 7.87 | 3.84 |
| Oct-2025 | Collaboration & Productivity | 21.64 | 27.25 |
| Oct-2025 | Customer Success & Support | 3.33 | 5.17 |
| Oct-2025 | Data & Analytics | 4.22 | 6.95 |
| Oct-2025 | Engineering & DevOps | 17.36 | 10.79 |
| Oct-2025 | Finance & Accounting | 3.99 | 3.28 |
| Oct-2025 | IT & Security | 5.63 | 5.58 |
| Oct-2025 | Legal, Risk & Compliance | 2.25 | 1.72 |
| Oct-2025 | Marketing & Growth | 18.03 | 17.08 |
| Oct-2025 | Operations & Supply Chain | 1.02 | 0.99 |
| Oct-2025 | People Ops & Talent | 3.01 | 4.97 |
| Oct-2025 | Sales & Revenue | 3.82 | 4.04 |
| Oct-2025 | Unknown | 0.00 | 0.00 |
| Nov-2025 | AI Platforms & Model Ops | 8.31 | 4.19 |
| Nov-2025 | Collaboration & Productivity | 21.51 | 27.08 |
| Nov-2025 | Customer Success & Support | 3.30 | 5.05 |
| Nov-2025 | Data & Analytics | 4.19 | 7.49 |
| Nov-2025 | Engineering & DevOps | 17.64 | 11.08 |
| Nov-2025 | Finance & Accounting | 3.93 | 3.18 |
| Nov-2025 | IT & Security | 5.55 | 5.24 |
| Nov-2025 | Legal, Risk & Compliance | 2.31 | 1.97 |
| Nov-2025 | Marketing & Growth | 17.91 | 16.79 |
| Nov-2025 | Operations & Supply Chain | 0.98 | 0.93 |
| Nov-2025 | People Ops & Talent | 2.94 | 4.71 |
| Nov-2025 | Sales & Revenue | 3.73 | 3.91 |
| Nov-2025 | Unknown | 0.03 | 0.00 |
| Dec-2025 | AI Platforms & Model Ops | 8.72 | 4.43 |
| Dec-2025 | Collaboration & Productivity | 21.31 | 26.78 |
| Dec-2025 | Customer Success & Support | 3.33 | 5.00 |
| Dec-2025 | Data & Analytics | 4.13 | 7.20 |
| Dec-2025 | Engineering & DevOps | 17.87 | 11.40 |
| Dec-2025 | Finance & Accounting | 3.87 | 3.18 |
| Dec-2025 | IT & Security | 5.49 | 5.56 |
| Dec-2025 | Legal, Risk & Compliance | 2.31 | 1.62 |
| Dec-2025 | Marketing & Growth | 17.70 | 16.45 |
| Dec-2025 | Operations & Supply Chain | 1.01 | 1.07 |
| Dec-2025 | People Ops & Talent | 2.94 | 4.59 |
| Dec-2025 | Sales & Revenue | 3.75 | 4.08 |
| Dec-2025 | Unknown | 0.00 | 0.00 |
| Jan-2026 | AI Platforms & Model Ops | 9.38 | 4.85 |
| Jan-2026 | Collaboration & Productivity | 21.05 | 27.18 |
| Jan-2026 | Customer Success & Support | 3.26 | 4.76 |
| Jan-2026 | Data & Analytics | 3.97 | 6.69 |
| Jan-2026 | Engineering & DevOps | 18.08 | 11.28 |
| Jan-2026 | Finance & Accounting | 3.86 | 3.19 |
| Jan-2026 | IT & Security | 5.46 | 4.95 |
| Jan-2026 | Legal, Risk & Compliance | 2.32 | 1.64 |
| Jan-2026 | Marketing & Growth | 17.54 | 16.95 |
| Jan-2026 | Operations & Supply Chain | 1.03 | 1.12 |
| Jan-2026 | People Ops & Talent | 2.92 | 4.99 |
| Jan-2026 | Sales & Revenue | 3.70 | 4.00 |
| Jan-2026 | Unknown | 0.00 | 0.00 |
| Feb-2026 | AI Platforms & Model Ops | 10.28 | 5.32 |
| Feb-2026 | Collaboration & Productivity | 20.73 | 27.09 |
| Feb-2026 | Customer Success & Support | 3.24 | 4.70 |
| Feb-2026 | Data & Analytics | 3.91 | 6.91 |
| Feb-2026 | Engineering & DevOps | 18.22 | 11.43 |
| Feb-2026 | Finance & Accounting | 3.77 | 2.95 |
| Feb-2026 | IT & Security | 5.34 | 4.82 |
| Feb-2026 | Legal, Risk & Compliance | 2.36 | 1.95 |
| Feb-2026 | Marketing & Growth | 17.09 | 16.17 |
| Feb-2026 | Operations & Supply Chain | 1.05 | 1.15 |
| Feb-2026 | People Ops & Talent | 2.84 | 4.67 |
| Feb-2026 | Sales & Revenue | 3.67 | 4.03 |
| Feb-2026 | Unknown | 0.00 | 0.00 |
| Mar-2026 | AI Platforms & Model Ops | 11.58 | 6.18 |
| Mar-2026 | Collaboration & Productivity | 20.30 | 26.51 |
| Mar-2026 | Customer Success & Support | 3.09 | 4.46 |
| Mar-2026 | Data & Analytics | 3.80 | 6.48 |
| Mar-2026 | Engineering & DevOps | 18.24 | 11.82 |
| Mar-2026 | Finance & Accounting | 3.68 | 3.00 |
| Mar-2026 | IT & Security | 5.22 | 4.90 |
| Mar-2026 | Legal, Risk & Compliance | 2.36 | 1.77 |
| Mar-2026 | Marketing & Growth | 16.80 | 16.22 |
| Mar-2026 | Operations & Supply Chain | 1.06 | 1.31 |
| Mar-2026 | People Ops & Talent | 2.81 | 4.70 |
| Mar-2026 | Sales & Revenue | 3.65 | 3.99 |
| Mar-2026 | Unknown | 0.03 | 0.00 |
| Apr-2026 | AI Platforms & Model Ops | 12.93 | 7.11 |
| Apr-2026 | Collaboration & Productivity | 19.88 | 26.25 |
| Apr-2026 | Customer Success & Support | 3.01 | 4.34 |
| Apr-2026 | Data & Analytics | 3.77 | 6.48 |
| Apr-2026 | Engineering & DevOps | 18.25 | 11.97 |
| Apr-2026 | Finance & Accounting | 3.65 | 3.06 |
| Apr-2026 | IT & Security | 5.14 | 4.72 |
| Apr-2026 | Legal, Risk & Compliance | 2.31 | 1.76 |
| Apr-2026 | Marketing & Growth | 16.39 | 15.78 |
| Apr-2026 | Operations & Supply Chain | 1.03 | 1.20 |
| Apr-2026 | People Ops & Talent | 2.77 | 4.66 |
| Apr-2026 | Sales & Revenue | 3.51 | 3.97 |
| Apr-2026 | Unknown | 0.00 | 0.00 |
| May-2026 | AI Platforms & Model Ops | 14.16 | 7.99 |
| May-2026 | Collaboration & Productivity | 19.49 | 25.38 |
| May-2026 | Customer Success & Support | 2.96 | 4.24 |
| May-2026 | Data & Analytics | 3.70 | 6.39 |
| May-2026 | Engineering & DevOps | 18.32 | 12.40 |
| May-2026 | Finance & Accounting | 3.57 | 2.88 |
| May-2026 | IT & Security | 5.07 | 4.95 |
| May-2026 | Legal, Risk & Compliance | 2.28 | 1.77 |
| May-2026 | Marketing & Growth | 16.14 | 15.35 |
| May-2026 | Operations & Supply Chain | 1.02 | 1.22 |
| May-2026 | People Ops & Talent | 2.70 | 4.53 |
| May-2026 | Sales & Revenue | 3.42 | 3.95 |
| May-2026 | Unknown | 0.00 | 0.00 |
| Jun-2026 | AI Platforms & Model Ops | 15.33 | 8.97 |
| Jun-2026 | Collaboration & Productivity | 19.23 | 24.99 |
| Jun-2026 | Customer Success & Support | 2.92 | 4.52 |
| Jun-2026 | Data & Analytics | 3.64 | 6.27 |
| Jun-2026 | Engineering & DevOps | 18.29 | 12.63 |
| Jun-2026 | Finance & Accounting | 3.55 | 3.09 |
| Jun-2026 | IT & Security | 4.94 | 4.77 |
| Jun-2026 | Legal, Risk & Compliance | 2.25 | 1.63 |
| Jun-2026 | Marketing & Growth | 15.96 | 15.25 |
| Jun-2026 | Operations & Supply Chain | 0.94 | 1.22 |
| Jun-2026 | People Ops & Talent | 2.65 | 4.33 |
| Jun-2026 | Sales & Revenue | 3.33 | 3.75 |
| Jun-2026 | Unknown | 0.00 | 0.00 |
| Jul-2026 | AI Platforms & Model Ops | 16.50 | 10.01 |
| Jul-2026 | Collaboration & Productivity | 18.96 | 24.58 |
| Jul-2026 | Customer Success & Support | 2.86 | 4.35 |
| Jul-2026 | Data & Analytics | 3.59 | 6.34 |
| Jul-2026 | Engineering & DevOps | 18.24 | 12.64 |
| Jul-2026 | Finance & Accounting | 3.43 | 2.75 |
| Jul-2026 | IT & Security | 4.90 | 4.92 |
| Jul-2026 | Legal, Risk & Compliance | 2.22 | 1.55 |
| Jul-2026 | Marketing & Growth | 15.66 | 14.82 |
| Jul-2026 | Operations & Supply Chain | 0.93 | 1.16 |
| Jul-2026 | People Ops & Talent | 2.61 | 4.33 |
| Jul-2026 | Sales & Revenue | 3.31 | 4.04 |
| Jul-2026 | Unknown | 0.00 | 0.00 |
| Aug-2026 | AI Platforms & Model Ops | 17.41 | 11.08 |
| Aug-2026 | Collaboration & Productivity | 18.73 | 23.68 |
| Aug-2026 | Customer Success & Support | 2.74 | 4.17 |
| Aug-2026 | Data & Analytics | 3.58 | 6.65 |
| Aug-2026 | Engineering & DevOps | 18.32 | 12.80 |
| Aug-2026 | Finance & Accounting | 3.34 | 2.72 |
| Aug-2026 | IT & Security | 4.87 | 4.68 |
| Aug-2026 | Legal, Risk & Compliance | 2.21 | 1.61 |
| Aug-2026 | Marketing & Growth | 15.62 | 15.00 |
| Aug-2026 | Operations & Supply Chain | 0.68 | 1.02 |
| Aug-2026 | People Ops & Talent | 2.57 | 4.22 |
| Aug-2026 | Sales & Revenue | 3.33 | 4.09 |
| Aug-2026 | Unknown | 0.00 | 0.00 |
| Sep-2026 | AI Platforms & Model Ops | 18.80 | 12.48 |
| Sep-2026 | Collaboration & Productivity | 18.62 | 23.04 |
| Sep-2026 | Customer Success & Support | 2.67 | 4.16 |
| Sep-2026 | Data & Analytics | 3.47 | 6.39 |
| Sep-2026 | Engineering & DevOps | 18.18 | 13.04 |
| Sep-2026 | Finance & Accounting | 3.29 | 2.83 |
| Sep-2026 | IT & Security | 4.79 | 4.85 |
| Sep-2026 | Legal, Risk & Compliance | 2.13 | 1.40 |
| Sep-2026 | Marketing & Growth | 15.27 | 14.79 |
| Sep-2026 | Operations & Supply Chain | 0.58 | 0.85 |
| Sep-2026 | People Ops & Talent | 2.48 | 4.06 |
| Sep-2026 | Sales & Revenue | 3.27 | 3.98 |
| Sep-2026 | Unknown | 0.00 | 0.00 |
| Oct-2026 | AI Platforms & Model Ops | 20.14 | 13.82 |
| Oct-2026 | Collaboration & Productivity | 18.65 | 23.65 |
| Oct-2026 | Customer Success & Support | 2.58 | 3.93 |
| Oct-2026 | Data & Analytics | 3.39 | 6.45 |
| Oct-2026 | Engineering & DevOps | 18.09 | 13.05 |
| Oct-2026 | Finance & Accounting | 3.21 | 2.41 |
| Oct-2026 | IT & Security | 4.67 | 4.72 |
| Oct-2026 | Legal, Risk & Compliance | 2.10 | 1.34 |
| Oct-2026 | Marketing & Growth | 14.75 | 14.03 |
| Oct-2026 | Operations & Supply Chain | 0.52 | 0.82 |
| Oct-2026 | People Ops & Talent | 2.35 | 3.73 |
| Oct-2026 | Sales & Revenue | 3.08 | 3.85 |
| Oct-2026 | Unknown | 0.00 | 0.00 |
| Month | Team | Payment-activity share (%) | Spend share (%) |
|---|---|---|---|
| Jan-2022 | Cross-functional | 10.34 | 10.53 |
| Jan-2022 | Customer Success / Support | 4.30 | 10.54 |
| Jan-2022 | Data / AI | 1.67 | 2.44 |
| Jan-2022 | Engineering | 15.99 | 12.31 |
| Jan-2022 | Executive Leadership | 0.43 | 0.12 |
| Jan-2022 | Finance | 5.53 | 7.38 |
| Jan-2022 | IT / Ops | 9.73 | 8.00 |
| Jan-2022 | Legal / Compliance | 2.23 | 1.60 |
| Jan-2022 | Marketing / Growth | 16.85 | 10.22 |
| Jan-2022 | People / HR | 4.86 | 5.37 |
| Jan-2022 | Product Management | 10.67 | 9.97 |
| Jan-2022 | Sales / RevOps | 10.17 | 12.88 |
| Feb-2022 | Cross-functional | 10.33 | 10.50 |
| Feb-2022 | Customer Success / Support | 4.35 | 10.10 |
| Feb-2022 | Data / AI | 1.64 | 2.20 |
| Feb-2022 | Engineering | 15.92 | 12.53 |
| Feb-2022 | Executive Leadership | 0.41 | 0.11 |
| Feb-2022 | Finance | 5.50 | 6.53 |
| Feb-2022 | IT / Ops | 9.71 | 7.18 |
| Feb-2022 | Legal / Compliance | 2.11 | 2.14 |
| Feb-2022 | Marketing / Growth | 16.82 | 10.48 |
| Feb-2022 | People / HR | 5.00 | 6.30 |
| Feb-2022 | Product Management | 10.83 | 10.79 |
| Feb-2022 | Sales / RevOps | 10.14 | 13.72 |
| Mar-2022 | Cross-functional | 10.06 | 10.85 |
| Mar-2022 | Customer Success / Support | 4.25 | 10.14 |
| Mar-2022 | Data / AI | 1.61 | 2.11 |
| Mar-2022 | Engineering | 15.49 | 11.54 |
| Mar-2022 | Executive Leadership | 0.38 | 0.11 |
| Mar-2022 | Finance | 5.23 | 6.53 |
| Mar-2022 | IT / Ops | 9.71 | 7.64 |
| Mar-2022 | Legal / Compliance | 2.07 | 1.96 |
| Mar-2022 | Marketing / Growth | 16.53 | 10.41 |
| Mar-2022 | People / HR | 4.84 | 5.80 |
| Mar-2022 | Product Management | 12.83 | 11.88 |
| Mar-2022 | Sales / RevOps | 9.96 | 14.09 |
| Apr-2022 | Cross-functional | 10.29 | 11.28 |
| Apr-2022 | Customer Success / Support | 4.26 | 9.56 |
| Apr-2022 | Data / AI | 1.80 | 2.49 |
| Apr-2022 | Engineering | 15.77 | 12.03 |
| Apr-2022 | Executive Leadership | 0.30 | 0.11 |
| Apr-2022 | Finance | 5.33 | 6.32 |
| Apr-2022 | IT / Ops | 9.70 | 6.96 |
| Apr-2022 | Legal / Compliance | 2.09 | 1.73 |
| Apr-2022 | Marketing / Growth | 17.05 | 10.24 |
| Apr-2022 | People / HR | 4.73 | 5.69 |
| Apr-2022 | Product Management | 11.21 | 11.42 |
| Apr-2022 | Sales / RevOps | 10.00 | 15.13 |
| May-2022 | Cross-functional | 10.17 | 10.98 |
| May-2022 | Customer Success / Support | 4.28 | 9.05 |
| May-2022 | Data / AI | 1.82 | 2.70 |
| May-2022 | Engineering | 15.77 | 11.98 |
| May-2022 | Executive Leadership | 0.34 | 0.12 |
| May-2022 | Finance | 5.13 | 5.68 |
| May-2022 | IT / Ops | 9.80 | 7.32 |
| May-2022 | Legal / Compliance | 2.13 | 2.02 |
| May-2022 | Marketing / Growth | 17.18 | 10.34 |
| May-2022 | People / HR | 4.60 | 6.09 |
| May-2022 | Product Management | 11.28 | 11.79 |
| May-2022 | Sales / RevOps | 9.94 | 14.86 |
| Jun-2022 | Cross-functional | 10.11 | 11.05 |
| Jun-2022 | Customer Success / Support | 4.31 | 9.06 |
| Jun-2022 | Data / AI | 1.78 | 2.54 |
| Jun-2022 | Engineering | 16.04 | 12.91 |
| Jun-2022 | Executive Leadership | 0.30 | 0.12 |
| Jun-2022 | Finance | 5.00 | 5.29 |
| Jun-2022 | IT / Ops | 9.75 | 7.25 |
| Jun-2022 | Legal / Compliance | 2.12 | 2.18 |
| Jun-2022 | Marketing / Growth | 17.31 | 10.48 |
| Jun-2022 | People / HR | 4.60 | 6.11 |
| Jun-2022 | Product Management | 11.39 | 11.60 |
| Jun-2022 | Sales / RevOps | 9.55 | 14.30 |
| Jul-2022 | Cross-functional | 10.17 | 11.19 |
| Jul-2022 | Customer Success / Support | 4.36 | 9.33 |
| Jul-2022 | Data / AI | 1.84 | 2.74 |
| Jul-2022 | Engineering | 16.06 | 12.20 |
| Jul-2022 | Executive Leadership | 0.28 | 0.11 |
| Jul-2022 | Finance | 4.91 | 5.08 |
| Jul-2022 | IT / Ops | 9.75 | 7.36 |
| Jul-2022 | Legal / Compliance | 2.13 | 1.90 |
| Jul-2022 | Marketing / Growth | 17.24 | 10.50 |
| Jul-2022 | People / HR | 4.62 | 5.97 |
| Jul-2022 | Product Management | 11.40 | 11.41 |
| Jul-2022 | Sales / RevOps | 9.34 | 14.73 |
| Aug-2022 | Cross-functional | 10.18 | 12.05 |
| Aug-2022 | Customer Success / Support | 4.42 | 9.10 |
| Aug-2022 | Data / AI | 1.77 | 2.65 |
| Aug-2022 | Engineering | 16.19 | 11.87 |
| Aug-2022 | Executive Leadership | 0.28 | 0.12 |
| Aug-2022 | Finance | 4.77 | 4.74 |
| Aug-2022 | IT / Ops | 9.56 | 6.66 |
| Aug-2022 | Legal / Compliance | 2.15 | 1.83 |
| Aug-2022 | Marketing / Growth | 17.53 | 10.20 |
| Aug-2022 | People / HR | 4.64 | 6.37 |
| Aug-2022 | Product Management | 11.51 | 11.61 |
| Aug-2022 | Sales / RevOps | 8.98 | 15.04 |
| Sep-2022 | Cross-functional | 9.98 | 11.72 |
| Sep-2022 | Customer Success / Support | 4.41 | 8.96 |
| Sep-2022 | Data / AI | 1.71 | 2.53 |
| Sep-2022 | Engineering | 16.46 | 11.81 |
| Sep-2022 | Executive Leadership | 0.28 | 0.14 |
| Sep-2022 | Finance | 4.75 | 4.73 |
| Sep-2022 | IT / Ops | 9.58 | 6.78 |
| Sep-2022 | Legal / Compliance | 2.16 | 1.92 |
| Sep-2022 | Marketing / Growth | 17.71 | 10.46 |
| Sep-2022 | People / HR | 4.51 | 6.31 |
| Sep-2022 | Product Management | 11.50 | 11.47 |
| Sep-2022 | Sales / RevOps | 8.81 | 15.66 |
| Oct-2022 | Cross-functional | 9.93 | 11.54 |
| Oct-2022 | Customer Success / Support | 4.39 | 8.90 |
| Oct-2022 | Data / AI | 1.73 | 2.63 |
| Oct-2022 | Engineering | 16.53 | 12.07 |
| Oct-2022 | Executive Leadership | 0.27 | 0.15 |
| Oct-2022 | Finance | 4.81 | 4.56 |
| Oct-2022 | IT / Ops | 9.58 | 6.93 |
| Oct-2022 | Legal / Compliance | 2.14 | 1.66 |
| Oct-2022 | Marketing / Growth | 17.85 | 10.21 |
| Oct-2022 | People / HR | 4.45 | 6.72 |
| Oct-2022 | Product Management | 11.48 | 11.29 |
| Oct-2022 | Sales / RevOps | 8.60 | 15.51 |
| Nov-2022 | Cross-functional | 9.91 | 11.50 |
| Nov-2022 | Customer Success / Support | 4.39 | 8.67 |
| Nov-2022 | Data / AI | 1.74 | 2.62 |
| Nov-2022 | Engineering | 16.83 | 12.40 |
| Nov-2022 | Executive Leadership | 0.26 | 0.14 |
| Nov-2022 | Finance | 4.87 | 4.62 |
| Nov-2022 | IT / Ops | 9.05 | 7.14 |
| Nov-2022 | Legal / Compliance | 2.17 | 1.64 |
| Nov-2022 | Marketing / Growth | 18.07 | 10.61 |
| Nov-2022 | People / HR | 4.49 | 6.48 |
| Nov-2022 | Product Management | 11.55 | 11.55 |
| Nov-2022 | Sales / RevOps | 8.45 | 15.10 |
| Dec-2022 | Cross-functional | 9.87 | 11.37 |
| Dec-2022 | Customer Success / Support | 4.37 | 9.20 |
| Dec-2022 | Data / AI | 1.80 | 2.68 |
| Dec-2022 | Engineering | 16.98 | 12.68 |
| Dec-2022 | Executive Leadership | 0.26 | 0.18 |
| Dec-2022 | Finance | 4.81 | 4.47 |
| Dec-2022 | IT / Ops | 9.07 | 7.08 |
| Dec-2022 | Legal / Compliance | 2.09 | 1.36 |
| Dec-2022 | Marketing / Growth | 18.19 | 10.79 |
| Dec-2022 | People / HR | 4.44 | 6.56 |
| Dec-2022 | Product Management | 11.59 | 11.57 |
| Dec-2022 | Sales / RevOps | 8.28 | 14.51 |
| Jan-2023 | Cross-functional | 9.85 | 11.60 |
| Jan-2023 | Customer Success / Support | 4.30 | 8.64 |
| Jan-2023 | Data / AI | 1.81 | 2.78 |
| Jan-2023 | Engineering | 16.97 | 12.93 |
| Jan-2023 | Executive Leadership | 0.26 | 0.18 |
| Jan-2023 | Finance | 4.80 | 4.42 |
| Jan-2023 | IT / Ops | 9.11 | 7.22 |
| Jan-2023 | Legal / Compliance | 2.13 | 1.47 |
| Jan-2023 | Marketing / Growth | 18.38 | 11.12 |
| Jan-2023 | People / HR | 4.48 | 6.63 |
| Jan-2023 | Product Management | 11.55 | 10.93 |
| Jan-2023 | Sales / RevOps | 8.04 | 14.03 |
| Feb-2023 | Cross-functional | 9.82 | 11.35 |
| Feb-2023 | Customer Success / Support | 4.28 | 8.38 |
| Feb-2023 | Data / AI | 1.89 | 2.74 |
| Feb-2023 | Engineering | 17.15 | 13.24 |
| Feb-2023 | Executive Leadership | 0.26 | 0.19 |
| Feb-2023 | Finance | 4.82 | 4.52 |
| Feb-2023 | IT / Ops | 9.08 | 7.25 |
| Feb-2023 | Legal / Compliance | 2.14 | 1.57 |
| Feb-2023 | Marketing / Growth | 18.46 | 11.49 |
| Feb-2023 | People / HR | 4.42 | 6.30 |
| Feb-2023 | Product Management | 11.49 | 11.41 |
| Feb-2023 | Sales / RevOps | 7.94 | 13.72 |
| Mar-2023 | Cross-functional | 9.76 | 11.01 |
| Mar-2023 | Customer Success / Support | 4.26 | 8.43 |
| Mar-2023 | Data / AI | 2.08 | 2.67 |
| Mar-2023 | Engineering | 17.10 | 13.39 |
| Mar-2023 | Executive Leadership | 0.25 | 0.19 |
| Mar-2023 | Finance | 4.81 | 4.46 |
| Mar-2023 | IT / Ops | 9.27 | 7.28 |
| Mar-2023 | Legal / Compliance | 2.15 | 1.53 |
| Mar-2023 | Marketing / Growth | 18.37 | 10.99 |
| Mar-2023 | People / HR | 4.37 | 6.58 |
| Mar-2023 | Product Management | 11.39 | 11.34 |
| Mar-2023 | Sales / RevOps | 7.80 | 13.91 |
| Apr-2023 | Cross-functional | 9.81 | 11.14 |
| Apr-2023 | Customer Success / Support | 4.22 | 8.27 |
| Apr-2023 | Data / AI | 2.31 | 2.60 |
| Apr-2023 | Engineering | 17.17 | 13.96 |
| Apr-2023 | Executive Leadership | 0.24 | 0.16 |
| Apr-2023 | Finance | 4.78 | 4.45 |
| Apr-2023 | IT / Ops | 9.15 | 7.22 |
| Apr-2023 | Legal / Compliance | 2.13 | 1.48 |
| Apr-2023 | Marketing / Growth | 18.42 | 11.25 |
| Apr-2023 | People / HR | 4.34 | 6.58 |
| Apr-2023 | Product Management | 11.33 | 10.79 |
| Apr-2023 | Sales / RevOps | 7.70 | 13.79 |
| May-2023 | Cross-functional | 9.79 | 10.96 |
| May-2023 | Customer Success / Support | 4.21 | 8.40 |
| May-2023 | Data / AI | 2.58 | 2.51 |
| May-2023 | Engineering | 17.23 | 14.40 |
| May-2023 | Executive Leadership | 0.24 | 0.18 |
| May-2023 | Finance | 4.73 | 4.46 |
| May-2023 | IT / Ops | 9.18 | 7.22 |
| May-2023 | Legal / Compliance | 2.14 | 1.73 |
| May-2023 | Marketing / Growth | 18.40 | 10.81 |
| May-2023 | People / HR | 4.26 | 6.29 |
| May-2023 | Product Management | 11.27 | 11.15 |
| May-2023 | Sales / RevOps | 7.59 | 13.70 |
| Jun-2023 | Cross-functional | 9.89 | 11.16 |
| Jun-2023 | Customer Success / Support | 4.15 | 8.70 |
| Jun-2023 | Data / AI | 2.78 | 2.48 |
| Jun-2023 | Engineering | 17.34 | 14.02 |
| Jun-2023 | Executive Leadership | 0.24 | 0.18 |
| Jun-2023 | Finance | 4.77 | 4.30 |
| Jun-2023 | IT / Ops | 9.19 | 7.38 |
| Jun-2023 | Legal / Compliance | 2.10 | 1.72 |
| Jun-2023 | Marketing / Growth | 18.30 | 10.99 |
| Jun-2023 | People / HR | 4.20 | 6.64 |
| Jun-2023 | Product Management | 11.22 | 10.69 |
| Jun-2023 | Sales / RevOps | 7.55 | 13.70 |
| Jul-2023 | Cross-functional | 10.27 | 11.84 |
| Jul-2023 | Customer Success / Support | 3.92 | 8.03 |
| Jul-2023 | Data / AI | 2.95 | 2.45 |
| Jul-2023 | Engineering | 17.50 | 14.25 |
| Jul-2023 | Executive Leadership | 0.23 | 0.16 |
| Jul-2023 | Finance | 4.83 | 4.62 |
| Jul-2023 | IT / Ops | 8.95 | 7.37 |
| Jul-2023 | Legal / Compliance | 2.01 | 1.77 |
| Jul-2023 | Marketing / Growth | 17.95 | 10.87 |
| Jul-2023 | People / HR | 4.00 | 5.91 |
| Jul-2023 | Product Management | 11.42 | 10.83 |
| Jul-2023 | Sales / RevOps | 7.49 | 13.78 |
| Aug-2023 | Cross-functional | 10.13 | 11.66 |
| Aug-2023 | Customer Success / Support | 3.90 | 8.04 |
| Aug-2023 | Data / AI | 3.10 | 2.45 |
| Aug-2023 | Engineering | 17.57 | 14.54 |
| Aug-2023 | Executive Leadership | 0.23 | 0.17 |
| Aug-2023 | Finance | 4.86 | 4.63 |
| Aug-2023 | IT / Ops | 9.16 | 7.06 |
| Aug-2023 | Legal / Compliance | 2.04 | 1.88 |
| Aug-2023 | Marketing / Growth | 18.05 | 11.14 |
| Aug-2023 | People / HR | 4.11 | 6.68 |
| Aug-2023 | Product Management | 11.12 | 10.26 |
| Aug-2023 | Sales / RevOps | 7.36 | 13.33 |
| Sep-2023 | Cross-functional | 9.98 | 11.63 |
| Sep-2023 | Customer Success / Support | 3.88 | 9.22 |
| Sep-2023 | Data / AI | 3.37 | 2.40 |
| Sep-2023 | Engineering | 17.18 | 14.08 |
| Sep-2023 | Executive Leadership | 0.21 | 0.17 |
| Sep-2023 | Finance | 5.03 | 4.80 |
| Sep-2023 | IT / Ops | 9.48 | 7.45 |
| Sep-2023 | Legal / Compliance | 2.07 | 1.71 |
| Sep-2023 | Marketing / Growth | 18.18 | 10.98 |
| Sep-2023 | People / HR | 4.20 | 6.67 |
| Sep-2023 | Product Management | 10.92 | 10.32 |
| Sep-2023 | Sales / RevOps | 7.33 | 12.69 |
| Oct-2023 | Cross-functional | 10.10 | 11.90 |
| Oct-2023 | Customer Success / Support | 3.81 | 8.84 |
| Oct-2023 | Data / AI | 3.74 | 2.44 |
| Oct-2023 | Engineering | 17.25 | 14.07 |
| Oct-2023 | Executive Leadership | 0.21 | 0.16 |
| Oct-2023 | Finance | 5.03 | 4.62 |
| Oct-2023 | IT / Ops | 9.44 | 7.60 |
| Oct-2023 | Legal / Compliance | 2.02 | 1.69 |
| Oct-2023 | Marketing / Growth | 17.88 | 10.92 |
| Oct-2023 | People / HR | 4.23 | 6.64 |
| Oct-2023 | Product Management | 10.89 | 10.56 |
| Oct-2023 | Sales / RevOps | 7.18 | 12.42 |
| Nov-2023 | Cross-functional | 10.20 | 12.22 |
| Nov-2023 | Customer Success / Support | 3.79 | 9.00 |
| Nov-2023 | Data / AI | 4.09 | 2.40 |
| Nov-2023 | Engineering | 17.31 | 14.30 |
| Nov-2023 | Executive Leadership | 0.21 | 0.18 |
| Nov-2023 | Finance | 5.05 | 4.59 |
| Nov-2023 | IT / Ops | 9.29 | 7.52 |
| Nov-2023 | Legal / Compliance | 1.99 | 1.74 |
| Nov-2023 | Marketing / Growth | 17.84 | 10.86 |
| Nov-2023 | People / HR | 4.13 | 6.48 |
| Nov-2023 | Product Management | 10.77 | 10.10 |
| Nov-2023 | Sales / RevOps | 7.12 | 12.34 |
| Dec-2023 | Cross-functional | 10.27 | 12.55 |
| Dec-2023 | Customer Success / Support | 3.76 | 8.69 |
| Dec-2023 | Data / AI | 4.45 | 2.32 |
| Dec-2023 | Engineering | 17.36 | 14.30 |
| Dec-2023 | Executive Leadership | 0.20 | 0.15 |
| Dec-2023 | Finance | 5.10 | 4.65 |
| Dec-2023 | IT / Ops | 9.12 | 7.41 |
| Dec-2023 | Legal / Compliance | 1.96 | 1.73 |
| Dec-2023 | Marketing / Growth | 17.86 | 10.91 |
| Dec-2023 | People / HR | 4.12 | 6.05 |
| Dec-2023 | Product Management | 10.66 | 10.38 |
| Dec-2023 | Sales / RevOps | 6.97 | 12.38 |
| Jan-2024 | Cross-functional | 10.29 | 12.68 |
| Jan-2024 | Customer Success / Support | 3.72 | 8.65 |
| Jan-2024 | Data / AI | 4.87 | 2.32 |
| Jan-2024 | Engineering | 17.33 | 14.38 |
| Jan-2024 | Executive Leadership | 0.21 | 0.18 |
| Jan-2024 | Finance | 5.21 | 4.64 |
| Jan-2024 | IT / Ops | 9.18 | 7.86 |
| Jan-2024 | Legal / Compliance | 1.94 | 1.70 |
| Jan-2024 | Marketing / Growth | 17.61 | 10.57 |
| Jan-2024 | People / HR | 4.15 | 6.18 |
| Jan-2024 | Product Management | 10.46 | 10.13 |
| Jan-2024 | Sales / RevOps | 6.83 | 12.49 |
| Feb-2024 | Cross-functional | 10.36 | 12.87 |
| Feb-2024 | Customer Success / Support | 3.66 | 8.95 |
| Feb-2024 | Data / AI | 5.25 | 2.42 |
| Feb-2024 | Engineering | 17.29 | 14.47 |
| Feb-2024 | Executive Leadership | 0.21 | 0.15 |
| Feb-2024 | Finance | 5.18 | 4.43 |
| Feb-2024 | IT / Ops | 9.17 | 7.65 |
| Feb-2024 | Legal / Compliance | 1.94 | 1.87 |
| Feb-2024 | Marketing / Growth | 17.55 | 10.23 |
| Feb-2024 | People / HR | 4.04 | 6.19 |
| Feb-2024 | Product Management | 10.38 | 9.99 |
| Feb-2024 | Sales / RevOps | 6.76 | 12.10 |
| Mar-2024 | Cross-functional | 10.38 | 13.15 |
| Mar-2024 | Customer Success / Support | 3.57 | 8.54 |
| Mar-2024 | Data / AI | 5.59 | 2.48 |
| Mar-2024 | Engineering | 17.27 | 14.50 |
| Mar-2024 | Executive Leadership | 0.20 | 0.16 |
| Mar-2024 | Finance | 5.23 | 4.40 |
| Mar-2024 | IT / Ops | 9.20 | 7.97 |
| Mar-2024 | Legal / Compliance | 1.95 | 1.82 |
| Mar-2024 | Marketing / Growth | 17.50 | 10.51 |
| Mar-2024 | People / HR | 4.07 | 6.26 |
| Mar-2024 | Product Management | 10.18 | 9.62 |
| Mar-2024 | Sales / RevOps | 6.69 | 11.97 |
| Apr-2024 | Cross-functional | 10.46 | 13.48 |
| Apr-2024 | Customer Success / Support | 3.53 | 8.12 |
| Apr-2024 | Data / AI | 5.83 | 2.52 |
| Apr-2024 | Engineering | 17.42 | 15.10 |
| Apr-2024 | Executive Leadership | 0.19 | 0.12 |
| Apr-2024 | Finance | 5.29 | 4.44 |
| Apr-2024 | IT / Ops | 9.09 | 7.75 |
| Apr-2024 | Legal / Compliance | 1.92 | 1.56 |
| Apr-2024 | Marketing / Growth | 17.41 | 10.29 |
| Apr-2024 | People / HR | 4.02 | 6.29 |
| Apr-2024 | Product Management | 10.06 | 9.76 |
| Apr-2024 | Sales / RevOps | 6.57 | 12.00 |
| May-2024 | Cross-functional | 10.51 | 14.22 |
| May-2024 | Customer Success / Support | 3.48 | 8.07 |
| May-2024 | Data / AI | 6.04 | 2.65 |
| May-2024 | Engineering | 17.42 | 14.64 |
| May-2024 | Executive Leadership | 0.20 | 0.12 |
| May-2024 | Finance | 5.34 | 4.36 |
| May-2024 | IT / Ops | 9.05 | 7.88 |
| May-2024 | Legal / Compliance | 1.99 | 1.60 |
| May-2024 | Marketing / Growth | 17.34 | 10.06 |
| May-2024 | People / HR | 4.02 | 5.97 |
| May-2024 | Product Management | 9.94 | 10.02 |
| May-2024 | Sales / RevOps | 6.47 | 11.78 |
| Jun-2024 | Cross-functional | 10.50 | 14.42 |
| Jun-2024 | Customer Success / Support | 3.46 | 7.59 |
| Jun-2024 | Data / AI | 6.21 | 2.68 |
| Jun-2024 | Engineering | 17.47 | 14.59 |
| Jun-2024 | Executive Leadership | 0.19 | 0.10 |
| Jun-2024 | Finance | 5.44 | 4.61 |
| Jun-2024 | IT / Ops | 9.04 | 8.02 |
| Jun-2024 | Legal / Compliance | 1.97 | 1.57 |
| Jun-2024 | Marketing / Growth | 17.16 | 10.12 |
| Jun-2024 | People / HR | 3.98 | 6.19 |
| Jun-2024 | Product Management | 9.81 | 9.64 |
| Jun-2024 | Sales / RevOps | 6.47 | 11.70 |
| Jul-2024 | Cross-functional | 10.58 | 14.81 |
| Jul-2024 | Customer Success / Support | 3.42 | 7.81 |
| Jul-2024 | Data / AI | 6.35 | 2.79 |
| Jul-2024 | Engineering | 17.58 | 14.66 |
| Jul-2024 | Executive Leadership | 0.19 | 0.17 |
| Jul-2024 | Finance | 5.34 | 4.43 |
| Jul-2024 | IT / Ops | 9.01 | 7.97 |
| Jul-2024 | Legal / Compliance | 2.00 | 1.69 |
| Jul-2024 | Marketing / Growth | 17.12 | 10.11 |
| Jul-2024 | People / HR | 3.87 | 5.82 |
| Jul-2024 | Product Management | 9.76 | 9.56 |
| Jul-2024 | Sales / RevOps | 6.42 | 11.40 |
| Aug-2024 | Cross-functional | 10.59 | 14.92 |
| Aug-2024 | Customer Success / Support | 3.42 | 7.66 |
| Aug-2024 | Data / AI | 6.47 | 2.89 |
| Aug-2024 | Engineering | 17.58 | 14.89 |
| Aug-2024 | Executive Leadership | 0.20 | 0.18 |
| Aug-2024 | Finance | 5.26 | 4.30 |
| Aug-2024 | IT / Ops | 9.02 | 7.78 |
| Aug-2024 | Legal / Compliance | 2.02 | 1.77 |
| Aug-2024 | Marketing / Growth | 17.05 | 10.40 |
| Aug-2024 | People / HR | 3.82 | 5.54 |
| Aug-2024 | Product Management | 9.72 | 9.78 |
| Aug-2024 | Sales / RevOps | 6.42 | 11.20 |
| Sep-2024 | Cross-functional | 10.61 | 15.36 |
| Sep-2024 | Customer Success / Support | 3.35 | 6.14 |
| Sep-2024 | Data / AI | 6.61 | 2.99 |
| Sep-2024 | Engineering | 17.59 | 14.94 |
| Sep-2024 | Executive Leadership | 0.20 | 0.14 |
| Sep-2024 | Finance | 5.15 | 4.45 |
| Sep-2024 | IT / Ops | 9.11 | 7.85 |
| Sep-2024 | Legal / Compliance | 2.01 | 1.66 |
| Sep-2024 | Marketing / Growth | 17.12 | 10.70 |
| Sep-2024 | People / HR | 3.81 | 5.66 |
| Sep-2024 | Product Management | 9.58 | 9.62 |
| Sep-2024 | Sales / RevOps | 6.44 | 11.34 |
| Oct-2024 | Cross-functional | 10.65 | 15.30 |
| Oct-2024 | Customer Success / Support | 3.30 | 5.98 |
| Oct-2024 | Data / AI | 6.72 | 3.13 |
| Oct-2024 | Engineering | 17.66 | 14.72 |
| Oct-2024 | Executive Leadership | 0.20 | 0.12 |
| Oct-2024 | Finance | 5.10 | 4.14 |
| Oct-2024 | IT / Ops | 9.09 | 7.96 |
| Oct-2024 | Legal / Compliance | 1.99 | 1.79 |
| Oct-2024 | Marketing / Growth | 17.24 | 10.86 |
| Oct-2024 | People / HR | 3.69 | 5.82 |
| Oct-2024 | Product Management | 9.48 | 9.28 |
| Oct-2024 | Sales / RevOps | 6.50 | 11.82 |
| Nov-2024 | Cross-functional | 10.76 | 15.45 |
| Nov-2024 | Customer Success / Support | 3.27 | 5.79 |
| Nov-2024 | Data / AI | 6.83 | 3.34 |
| Nov-2024 | Engineering | 17.71 | 14.81 |
| Nov-2024 | Executive Leadership | 0.20 | 0.16 |
| Nov-2024 | Finance | 5.10 | 4.03 |
| Nov-2024 | IT / Ops | 8.97 | 7.91 |
| Nov-2024 | Legal / Compliance | 2.00 | 1.84 |
| Nov-2024 | Marketing / Growth | 17.15 | 10.92 |
| Nov-2024 | People / HR | 3.64 | 5.71 |
| Nov-2024 | Product Management | 9.37 | 9.27 |
| Nov-2024 | Sales / RevOps | 6.57 | 11.74 |
| Dec-2024 | Cross-functional | 10.89 | 15.55 |
| Dec-2024 | Customer Success / Support | 3.24 | 6.00 |
| Dec-2024 | Data / AI | 6.89 | 3.47 |
| Dec-2024 | Engineering | 17.75 | 14.60 |
| Dec-2024 | Executive Leadership | 0.19 | 0.12 |
| Dec-2024 | Finance | 5.09 | 4.19 |
| Dec-2024 | IT / Ops | 8.83 | 7.51 |
| Dec-2024 | Legal / Compliance | 2.02 | 1.94 |
| Dec-2024 | Marketing / Growth | 17.07 | 11.07 |
| Dec-2024 | People / HR | 3.57 | 5.76 |
| Dec-2024 | Product Management | 9.33 | 8.74 |
| Dec-2024 | Sales / RevOps | 6.64 | 11.92 |
| Jan-2025 | Cross-functional | 10.95 | 15.77 |
| Jan-2025 | Customer Success / Support | 3.21 | 5.96 |
| Jan-2025 | Data / AI | 6.95 | 3.63 |
| Jan-2025 | Engineering | 17.91 | 14.85 |
| Jan-2025 | Executive Leadership | 0.19 | 0.11 |
| Jan-2025 | Finance | 5.10 | 4.30 |
| Jan-2025 | IT / Ops | 8.86 | 7.95 |
| Jan-2025 | Legal / Compliance | 2.00 | 1.83 |
| Jan-2025 | Marketing / Growth | 16.93 | 10.89 |
| Jan-2025 | People / HR | 3.49 | 5.50 |
| Jan-2025 | Product Management | 9.21 | 8.93 |
| Jan-2025 | Sales / RevOps | 6.69 | 11.31 |
| Feb-2025 | Cross-functional | 11.11 | 16.13 |
| Feb-2025 | Customer Success / Support | 3.19 | 5.89 |
| Feb-2025 | Data / AI | 7.05 | 3.73 |
| Feb-2025 | Engineering | 18.06 | 14.98 |
| Feb-2025 | Executive Leadership | 0.19 | 0.14 |
| Feb-2025 | Finance | 5.05 | 4.13 |
| Feb-2025 | IT / Ops | 8.77 | 7.68 |
| Feb-2025 | Legal / Compliance | 2.02 | 1.95 |
| Feb-2025 | Marketing / Growth | 16.85 | 10.83 |
| Feb-2025 | People / HR | 3.42 | 5.14 |
| Feb-2025 | Product Management | 9.14 | 9.03 |
| Feb-2025 | Sales / RevOps | 6.72 | 11.54 |
| Mar-2025 | Cross-functional | 11.21 | 16.46 |
| Mar-2025 | Customer Success / Support | 3.16 | 5.62 |
| Mar-2025 | Data / AI | 7.18 | 3.90 |
| Mar-2025 | Engineering | 18.15 | 14.79 |
| Mar-2025 | Executive Leadership | 0.18 | 0.11 |
| Mar-2025 | Finance | 5.00 | 4.26 |
| Mar-2025 | IT / Ops | 8.87 | 7.75 |
| Mar-2025 | Legal / Compliance | 2.01 | 1.86 |
| Mar-2025 | Marketing / Growth | 16.74 | 10.98 |
| Mar-2025 | People / HR | 3.40 | 5.31 |
| Mar-2025 | Product Management | 9.05 | 8.97 |
| Mar-2025 | Sales / RevOps | 6.70 | 11.45 |
| Apr-2025 | Cross-functional | 11.29 | 16.74 |
| Apr-2025 | Customer Success / Support | 3.11 | 5.56 |
| Apr-2025 | Data / AI | 7.42 | 4.18 |
| Apr-2025 | Engineering | 18.36 | 14.92 |
| Apr-2025 | Executive Leadership | 0.19 | 0.14 |
| Apr-2025 | Finance | 4.96 | 4.07 |
| Apr-2025 | IT / Ops | 8.70 | 7.65 |
| Apr-2025 | Legal / Compliance | 2.03 | 1.77 |
| Apr-2025 | Marketing / Growth | 16.64 | 11.27 |
| Apr-2025 | People / HR | 3.37 | 5.25 |
| Apr-2025 | Product Management | 8.97 | 8.74 |
| Apr-2025 | Sales / RevOps | 6.71 | 11.06 |
| May-2025 | Cross-functional | 11.48 | 17.06 |
| May-2025 | Customer Success / Support | 3.12 | 5.59 |
| May-2025 | Data / AI | 7.60 | 4.32 |
| May-2025 | Engineering | 18.52 | 15.07 |
| May-2025 | Executive Leadership | 0.19 | 0.16 |
| May-2025 | Finance | 4.90 | 3.94 |
| May-2025 | IT / Ops | 8.44 | 7.41 |
| May-2025 | Legal / Compliance | 2.04 | 1.87 |
| May-2025 | Marketing / Growth | 16.63 | 11.01 |
| May-2025 | People / HR | 3.31 | 5.02 |
| May-2025 | Product Management | 8.82 | 8.95 |
| May-2025 | Sales / RevOps | 6.78 | 11.13 |
| Jun-2025 | Cross-functional | 11.58 | 17.07 |
| Jun-2025 | Customer Success / Support | 3.06 | 5.41 |
| Jun-2025 | Data / AI | 7.89 | 4.65 |
| Jun-2025 | Engineering | 18.63 | 14.69 |
| Jun-2025 | Executive Leadership | 0.19 | 0.18 |
| Jun-2025 | Finance | 4.87 | 4.24 |
| Jun-2025 | IT / Ops | 8.43 | 7.20 |
| Jun-2025 | Legal / Compliance | 2.06 | 1.78 |
| Jun-2025 | Marketing / Growth | 16.49 | 11.25 |
| Jun-2025 | People / HR | 3.26 | 5.22 |
| Jun-2025 | Product Management | 8.72 | 8.95 |
| Jun-2025 | Sales / RevOps | 6.74 | 10.87 |
| Jul-2025 | Cross-functional | 11.67 | 17.10 |
| Jul-2025 | Customer Success / Support | 3.02 | 5.33 |
| Jul-2025 | Data / AI | 8.10 | 4.85 |
| Jul-2025 | Engineering | 18.83 | 14.82 |
| Jul-2025 | Executive Leadership | 0.18 | 0.17 |
| Jul-2025 | Finance | 4.82 | 3.91 |
| Jul-2025 | IT / Ops | 8.40 | 7.22 |
| Jul-2025 | Legal / Compliance | 2.05 | 1.72 |
| Jul-2025 | Marketing / Growth | 16.33 | 11.28 |
| Jul-2025 | People / HR | 3.23 | 5.20 |
| Jul-2025 | Product Management | 8.58 | 8.99 |
| Jul-2025 | Sales / RevOps | 6.74 | 11.08 |
| Aug-2025 | Cross-functional | 11.81 | 17.27 |
| Aug-2025 | Customer Success / Support | 3.01 | 5.35 |
| Aug-2025 | Data / AI | 8.43 | 5.10 |
| Aug-2025 | Engineering | 19.06 | 15.00 |
| Aug-2025 | Executive Leadership | 0.18 | 0.17 |
| Aug-2025 | Finance | 4.78 | 4.31 |
| Aug-2025 | IT / Ops | 8.23 | 7.18 |
| Aug-2025 | Legal / Compliance | 2.04 | 1.66 |
| Aug-2025 | Marketing / Growth | 16.21 | 10.57 |
| Aug-2025 | People / HR | 3.17 | 5.09 |
| Aug-2025 | Product Management | 8.49 | 9.24 |
| Aug-2025 | Sales / RevOps | 6.65 | 10.76 |
| Sep-2025 | Cross-functional | 11.87 | 17.35 |
| Sep-2025 | Customer Success / Support | 3.00 | 5.20 |
| Sep-2025 | Data / AI | 8.77 | 5.37 |
| Sep-2025 | Engineering | 19.20 | 14.96 |
| Sep-2025 | Executive Leadership | 0.19 | 0.21 |
| Sep-2025 | Finance | 4.71 | 4.07 |
| Sep-2025 | IT / Ops | 8.14 | 6.98 |
| Sep-2025 | Legal / Compliance | 2.07 | 1.80 |
| Sep-2025 | Marketing / Growth | 16.05 | 10.55 |
| Sep-2025 | People / HR | 3.17 | 5.10 |
| Sep-2025 | Product Management | 8.40 | 9.51 |
| Sep-2025 | Sales / RevOps | 6.55 | 10.51 |
| Oct-2025 | Cross-functional | 11.95 | 17.50 |
| Oct-2025 | Customer Success / Support | 3.00 | 5.14 |
| Oct-2025 | Data / AI | 9.10 | 5.72 |
| Oct-2025 | Engineering | 19.36 | 15.28 |
| Oct-2025 | Executive Leadership | 0.17 | 0.17 |
| Oct-2025 | Finance | 4.65 | 3.64 |
| Oct-2025 | IT / Ops | 8.08 | 7.35 |
| Oct-2025 | Legal / Compliance | 2.08 | 1.70 |
| Oct-2025 | Marketing / Growth | 15.88 | 10.65 |
| Oct-2025 | People / HR | 3.15 | 5.09 |
| Oct-2025 | Product Management | 8.25 | 9.27 |
| Oct-2025 | Sales / RevOps | 6.49 | 10.15 |
| Nov-2025 | Cross-functional | 12.09 | 17.59 |
| Nov-2025 | Customer Success / Support | 2.99 | 5.03 |
| Nov-2025 | Data / AI | 9.57 | 6.14 |
| Nov-2025 | Engineering | 19.55 | 15.54 |
| Nov-2025 | Executive Leadership | 0.16 | 0.18 |
| Nov-2025 | Finance | 4.58 | 3.75 |
| Nov-2025 | IT / Ops | 7.96 | 6.96 |
| Nov-2025 | Legal / Compliance | 2.14 | 1.94 |
| Nov-2025 | Marketing / Growth | 15.77 | 10.40 |
| Nov-2025 | People / HR | 3.06 | 4.75 |
| Nov-2025 | Product Management | 8.07 | 9.40 |
| Nov-2025 | Sales / RevOps | 6.39 | 9.95 |
| Dec-2025 | Cross-functional | 12.05 | 17.52 |
| Dec-2025 | Customer Success / Support | 3.00 | 4.94 |
| Dec-2025 | Data / AI | 9.94 | 6.30 |
| Dec-2025 | Engineering | 19.72 | 15.57 |
| Dec-2025 | Executive Leadership | 0.16 | 0.18 |
| Dec-2025 | Finance | 4.51 | 3.94 |
| Dec-2025 | IT / Ops | 8.01 | 7.09 |
| Dec-2025 | Legal / Compliance | 2.14 | 1.54 |
| Dec-2025 | Marketing / Growth | 15.60 | 10.36 |
| Dec-2025 | People / HR | 3.06 | 4.71 |
| Dec-2025 | Product Management | 7.94 | 9.35 |
| Dec-2025 | Sales / RevOps | 6.31 | 9.85 |
| Jan-2026 | Cross-functional | 12.03 | 17.94 |
| Jan-2026 | Customer Success / Support | 2.96 | 4.68 |
| Jan-2026 | Data / AI | 10.58 | 6.78 |
| Jan-2026 | Engineering | 19.84 | 15.37 |
| Jan-2026 | Executive Leadership | 0.16 | 0.19 |
| Jan-2026 | Finance | 4.47 | 3.46 |
| Jan-2026 | IT / Ops | 7.98 | 6.81 |
| Jan-2026 | Legal / Compliance | 2.16 | 1.55 |
| Jan-2026 | Marketing / Growth | 15.43 | 10.62 |
| Jan-2026 | People / HR | 3.03 | 5.14 |
| Jan-2026 | Product Management | 7.75 | 9.13 |
| Jan-2026 | Sales / RevOps | 6.19 | 9.93 |
| Feb-2026 | Cross-functional | 11.97 | 17.88 |
| Feb-2026 | Customer Success / Support | 2.89 | 4.65 |
| Feb-2026 | Data / AI | 11.47 | 7.27 |
| Feb-2026 | Engineering | 19.97 | 15.56 |
| Feb-2026 | Executive Leadership | 0.16 | 0.19 |
| Feb-2026 | Finance | 4.38 | 3.26 |
| Feb-2026 | IT / Ops | 7.83 | 6.84 |
| Feb-2026 | Legal / Compliance | 2.20 | 1.84 |
| Feb-2026 | Marketing / Growth | 15.03 | 10.06 |
| Feb-2026 | People / HR | 2.92 | 4.74 |
| Feb-2026 | Product Management | 7.59 | 9.16 |
| Feb-2026 | Sales / RevOps | 6.07 | 9.74 |
| Mar-2026 | Cross-functional | 11.82 | 17.38 |
| Mar-2026 | Customer Success / Support | 2.82 | 4.47 |
| Mar-2026 | Data / AI | 12.75 | 8.13 |
| Mar-2026 | Engineering | 19.87 | 15.84 |
| Mar-2026 | Executive Leadership | 0.16 | 0.18 |
| Mar-2026 | Finance | 4.28 | 3.30 |
| Mar-2026 | IT / Ops | 7.74 | 7.01 |
| Mar-2026 | Legal / Compliance | 2.18 | 1.71 |
| Mar-2026 | Marketing / Growth | 14.77 | 9.97 |
| Mar-2026 | People / HR | 2.91 | 4.83 |
| Mar-2026 | Product Management | 7.33 | 8.81 |
| Mar-2026 | Sales / RevOps | 5.99 | 9.70 |
| Apr-2026 | Cross-functional | 11.63 | 17.33 |
| Apr-2026 | Customer Success / Support | 2.74 | 4.28 |
| Apr-2026 | Data / AI | 14.14 | 9.07 |
| Apr-2026 | Engineering | 19.86 | 15.92 |
| Apr-2026 | Executive Leadership | 0.15 | 0.18 |
| Apr-2026 | Finance | 4.23 | 3.33 |
| Apr-2026 | IT / Ops | 7.57 | 6.60 |
| Apr-2026 | Legal / Compliance | 2.14 | 1.71 |
| Apr-2026 | Marketing / Growth | 14.40 | 9.74 |
| Apr-2026 | People / HR | 2.87 | 4.77 |
| Apr-2026 | Product Management | 7.12 | 8.84 |
| Apr-2026 | Sales / RevOps | 5.79 | 9.53 |
| May-2026 | Cross-functional | 11.44 | 16.91 |
| May-2026 | Customer Success / Support | 2.71 | 4.25 |
| May-2026 | Data / AI | 15.34 | 10.00 |
| May-2026 | Engineering | 19.91 | 16.41 |
| May-2026 | Executive Leadership | 0.14 | 0.16 |
| May-2026 | Finance | 4.12 | 3.10 |
| May-2026 | IT / Ops | 7.54 | 6.62 |
| May-2026 | Legal / Compliance | 2.12 | 1.72 |
| May-2026 | Marketing / Growth | 14.17 | 9.66 |
| May-2026 | People / HR | 2.78 | 4.62 |
| May-2026 | Product Management | 6.91 | 8.33 |
| May-2026 | Sales / RevOps | 5.65 | 9.25 |
| Jun-2026 | Cross-functional | 11.39 | 16.74 |
| Jun-2026 | Customer Success / Support | 2.68 | 4.51 |
| Jun-2026 | Data / AI | 16.49 | 10.99 |
| Jun-2026 | Engineering | 19.86 | 16.52 |
| Jun-2026 | Executive Leadership | 0.15 | 0.17 |
| Jun-2026 | Finance | 4.09 | 3.34 |
| Jun-2026 | IT / Ops | 7.30 | 6.51 |
| Jun-2026 | Legal / Compliance | 2.08 | 1.52 |
| Jun-2026 | Marketing / Growth | 13.97 | 9.54 |
| Jun-2026 | People / HR | 2.73 | 4.41 |
| Jun-2026 | Product Management | 6.77 | 8.13 |
| Jun-2026 | Sales / RevOps | 5.53 | 9.02 |
| Jul-2026 | Cross-functional | 11.25 | 16.54 |
| Jul-2026 | Customer Success / Support | 2.63 | 4.35 |
| Jul-2026 | Data / AI | 17.59 | 12.00 |
| Jul-2026 | Engineering | 19.88 | 16.53 |
| Jul-2026 | Executive Leadership | 0.15 | 0.17 |
| Jul-2026 | Finance | 3.97 | 3.00 |
| Jul-2026 | IT / Ops | 7.27 | 6.77 |
| Jul-2026 | Legal / Compliance | 2.06 | 1.52 |
| Jul-2026 | Marketing / Growth | 13.62 | 9.01 |
| Jul-2026 | People / HR | 2.71 | 4.46 |
| Jul-2026 | Product Management | 6.60 | 7.80 |
| Jul-2026 | Sales / RevOps | 5.49 | 9.33 |
| Aug-2026 | Cross-functional | 11.21 | 16.28 |
| Aug-2026 | Customer Success / Support | 2.51 | 4.05 |
| Aug-2026 | Data / AI | 18.49 | 13.10 |
| Aug-2026 | Engineering | 19.98 | 16.64 |
| Aug-2026 | Executive Leadership | 0.16 | 0.17 |
| Aug-2026 | Finance | 3.89 | 3.14 |
| Aug-2026 | IT / Ops | 6.94 | 6.34 |
| Aug-2026 | Legal / Compliance | 2.06 | 1.61 |
| Aug-2026 | Marketing / Growth | 13.61 | 9.29 |
| Aug-2026 | People / HR | 2.65 | 4.30 |
| Aug-2026 | Product Management | 6.43 | 7.58 |
| Aug-2026 | Sales / RevOps | 5.48 | 9.20 |
| Sep-2026 | Cross-functional | 11.32 | 16.13 |
| Sep-2026 | Customer Success / Support | 2.47 | 3.97 |
| Sep-2026 | Data / AI | 19.85 | 14.50 |
| Sep-2026 | Engineering | 19.87 | 16.94 |
| Sep-2026 | Executive Leadership | 0.16 | 0.20 |
| Sep-2026 | Finance | 3.81 | 3.25 |
| Sep-2026 | IT / Ops | 6.75 | 6.30 |
| Sep-2026 | Legal / Compliance | 1.98 | 1.31 |
| Sep-2026 | Marketing / Growth | 13.21 | 9.17 |
| Sep-2026 | People / HR | 2.55 | 4.14 |
| Sep-2026 | Product Management | 6.21 | 6.85 |
| Sep-2026 | Sales / RevOps | 5.37 | 9.10 |
| Oct-2026 | Cross-functional | 11.57 | 16.88 |
| Oct-2026 | Customer Success / Support | 2.40 | 3.77 |
| Oct-2026 | Data / AI | 21.13 | 15.95 |
| Oct-2026 | Engineering | 19.79 | 17.02 |
| Oct-2026 | Executive Leadership | 0.15 | 0.18 |
| Oct-2026 | Finance | 3.71 | 2.86 |
| Oct-2026 | IT / Ops | 6.54 | 6.04 |
| Oct-2026 | Legal / Compliance | 1.96 | 1.26 |
| Oct-2026 | Marketing / Growth | 12.62 | 8.38 |
| Oct-2026 | People / HR | 2.39 | 3.85 |
| Oct-2026 | Product Management | 6.10 | 6.75 |
| Oct-2026 | Sales / RevOps | 5.18 | 8.85 |
SaaS market movers: last 30 days
Top risers
- CopyMindUp 1,744 places
- AusarUp 1,547 places
- Perlon AIUp 1,273 places
- AnamUp 1,266 places
- APPS4GSUp 1,175 places
Top fallers
- ApphudDown 1,848 places
- ScibidsDown 1,564 places
- IdeaBoardzDown 1,553 places
- AdYouLikeDown 1,549 places
- AdaraDown 1,549 places
See the full SaaS competitive trends analysis · Explore the SaaS Spend Index
Market Movers & Signals
The biggest risers and fallers in the software popularity ranking
CopyMind, Ausar, Perlon AI are climbing fastest in October 2026. Rank movement shows how many places a product gained or lost in the global software popularity ranking, so big moves flag the tools that are winning or losing buyers fastest. Risers often include new AI tools breaking into the mainstream; fallers show where companies are cutting back.
Source: Real time market signal data from Cledara customers. Published 10 November 2026, 12:37 UTC. Generate yours at data.cledara.com.

Source: Real time market signal data from Cledara customers. Published 10 November 2026, 12:37 UTC. Generate yours at data.cledara.com.

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How to read and cite this research
What is the Cledara SaaS Market Data Hub?
Free SaaS and AI market data built from real software payments made through Cledara. It ranks the most-purchased software tools, tracks AI adoption and benchmarks what companies pay for software, with rankings updated monthly and purchase activity updated daily.
What makes this different from G2, app stores, or web-traffic tools?
Review sites measure opinions and traffic tools measure visits. This hub measures what companies actually pay for, using real software payments rather than reviews, clicks or searches. That makes it a direct read on software demand: which tools businesses buy, renew and spend the most on, and how that changes each month.
What does "AI wallet share" mean?
It is the share of software spend going to AI-native tools such as model providers, AI coding tools and AI assistants. Tracked monthly, it shows how fast software budgets are moving to AI, and how today's share compares with a year ago.
How do you calculate "OpenAI vs Anthropic share of wallet"?
The chart tracks OpenAI and Anthropic's combined share of spend in Cledara's software payments data, month by month. It shows how much budget the two leading AI model providers capture together.
What counts as a "purchase" or a "renewal"?
Every software payment counts: first-time purchases and repeat payments on existing subscriptions. The live ticker shows individual anonymous payments, and the rankings and benchmarks add them up over the last 12 months, so a tool that companies keep paying for ranks above one bought once.
What counts as "AI-centric" in the charts?
AI-centric tools are those whose core value is AI, for example model providers, AI coding tools, AI assistants and AI-native workflow products. Classifications are reviewed as products change.
What does "First-time discovery" mean?
A first-time discovery is a product bought through Cledara for the very first time on the date shown. It is an early signal of new tools reaching business buyers.
How fresh is the data?
Software rankings, market shares and spend benchmarks update monthly. The purchase ticker and discovery lists update daily. Each section shows the date of its latest data.
What's included, and what's not?
The hub covers software and SaaS subscriptions that businesses pay for, across every major category from AI and engineering to finance, sales and marketing. Non-software costs such as agency services are not included.
I can't find a SaaS company in this data. Why?
Products appear once companies pay for them through Cledara and they can be matched to a clear product identity, such as a vendor domain. New tools are added every month, and the newest arrivals show up first in the Emerging SaaS list.
Can I cite this data in a report or article?
Yes. Cite "Cledara SaaS Market Data Hub", the page URL and the date shown. Downloads include their reuse licence.
AnalysisWhat the numbers mean
AI-native tools took 22.7% of software spend in October 2026. Up 1.6 percentage points on the previous month. Twelve months earlier the share was 9.0%, so it has risen 13.7 percentage points in a year.
AI-native tools are products built around AI from the ground up: model providers, AI coding assistants, AI writing and research tools, and AI-first workflow software. This is the highest reading in the last 24 months, and the low was 4.5% in November 2024. The share has risen in every one of the last 12 months. For finance and IT leaders, this is the clearest single measure of how quickly AI is moving from experiment to a standing line in the software budget.