{
 "source": "Cledara SaaS Market Data",
 "page": "https://data.cledara.com/spend-trends/2026-q4?currency=GBP",
 "updated": "2026-10-25",
 "publicationId": "6682eb299eef88fab5906b144359a4967c028e7b06b6db0702b91b278d945939",
 "contentModified": "2026-10-25T12:33:04.442Z",
 "exportVersion": 2,
 "observationThrough": "2026-09",
 "selection": {
  "currency": "GBP"
 },
 "selectionNote": "All matching source rows are included. The count parameter controls the visible table, not export truncation. Currency-agnostic metrics retain their global denominator. Category spend benchmarks cover the whole category, independently of the ranking subcategory filter.",
 "license": "https://creativecommons.org/licenses/by-nc/4.0/",
 "columns": [
  "category",
  "currency",
  "median_annual_spend",
  "p25_annual_spend",
  "p75_annual_spend",
  "yoy_pct",
  "annualization_basis",
  "metric",
  "month",
  "value",
  "p25",
  "median",
  "p75",
  "unit",
  "baseline_month",
  "definition"
 ],
 "rows": [
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "annual_software_spend",
   "month": "2026-09",
   "value": 72878.96,
   "p25": 28686.39,
   "median": 72878.96,
   "p75": 156653.47,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Trailing-12-month per-company spend distribution in the Cledara-observed buyer sample; no FX conversion. The buyer cohort can change and new buyers may have less than a full year of observed payments."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "paid_tools_per_company",
   "month": "2026-09",
   "value": 33,
   "p25": 17,
   "median": 33,
   "p75": 46,
   "unit": "tools_per_company",
   "baseline_month": null,
   "definition": "Paid tools per company over the trailing-12-month window in the Cledara-observed buyer sample; payments do not establish active usage."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2020-07",
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   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2020-07",
   "value": 100,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2020-08",
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   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
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   "currency": "GBP",
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2020-08",
   "value": 117,
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   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
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   "p75_annual_spend": null,
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   "annualization_basis": null,
   "metric": "software_spend_index",
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   "median": null,
   "p75": null,
   "unit": "index_points",
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   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
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   "metric": "software_spend_index_raw",
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   "definition": "Raw monthly index; null marks a publication gap."
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   "unit": "index_points",
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  },
  {
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   "unit": "index_points",
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  },
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   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
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   "annualization_basis": null,
   "metric": "software_spend_index_raw",
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   "metric": "software_spend_index",
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   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
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   "unit": "index_points",
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  {
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   "unit": "index_points",
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  {
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   "metric": "software_spend_index",
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   "unit": "index_points",
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  {
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   "unit": "index_points",
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  {
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   "metric": "software_spend_index_raw",
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   "unit": "index_points",
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  },
  {
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   "metric": "software_spend_index_raw",
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   "unit": "index_points",
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   "definition": "Raw monthly index; null marks a publication gap."
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   "unit": "index_points",
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  },
  {
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   "unit": "index_points",
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   "definition": "Raw monthly index; null marks a publication gap."
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   "unit": "index_points",
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  },
  {
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   "unit": "index_points",
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   "definition": "Raw monthly index; null marks a publication gap."
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   "metric": "software_spend_index",
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   "unit": "index_points",
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  },
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   "unit": "index_points",
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   "definition": "Raw monthly index; null marks a publication gap."
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   "metric": "software_spend_index",
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   "unit": "index_points",
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   "metric": "software_spend_index_raw",
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   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
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   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
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   "annualization_basis": null,
   "metric": "software_spend_index",
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
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   "value": 1293,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "value": 1310,
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2023-10",
   "value": 1372,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2023-11",
   "value": 1372,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2023-11",
   "value": 1381,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "value": 1372,
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2023-12",
   "value": 1352,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2024-01",
   "value": 1381,
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2024-01",
   "value": 1527,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2024-02",
   "value": 1522,
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
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   "value": 1522,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "value": 1522,
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2024-03",
   "value": 1507,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "value": 1507,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2024-04",
   "value": 1404,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2024-05",
   "value": 1502,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "value": 1502,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2024-06",
   "value": 1582,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "value": 1523,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2024-07",
   "value": 1523,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
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   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "value": 1537,
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2024-08",
   "value": 1537,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "value": 1523,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2024-09",
   "value": 1400,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2024-10",
   "value": 1441,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2024-10",
   "value": 1441,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2024-11",
   "value": 1406,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2024-11",
   "value": 1406,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2024-12",
   "value": 1441,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2024-12",
   "value": 1444,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2025-01",
   "value": 1444,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2025-01",
   "value": 1478,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2025-02",
   "value": 1444,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2025-02",
   "value": 1398,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2025-03",
   "value": 1398,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2025-03",
   "value": 1387,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2025-04",
   "value": 1387,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
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   "value": 1336,
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   "median": null,
   "p75": null,
   "unit": "index_points",
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   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2025-05",
   "value": 1345,
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
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   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2025-06",
   "value": 1345,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2025-06",
   "value": 1362,
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
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   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
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   "value": 1333,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
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   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2025-08",
   "value": 1445,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2025-09",
   "value": 1464,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "value": 1464,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
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   "value": 1480,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "value": 1464,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2025-11",
   "value": 1413,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2025-12",
   "value": 1480,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2025-12",
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   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
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   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2026-01",
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   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2026-01",
   "value": 1601,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "value": 1601,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
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   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
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   "annualization_basis": null,
   "metric": "software_spend_index",
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
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   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
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   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2026-04",
   "value": 1677,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2026-05",
   "value": 1615,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2026-05",
   "value": 1587,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2026-06",
   "value": 1641,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2026-06",
   "value": 1641,
   "p25": null,
   "median": null,
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   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2026-07",
   "value": 1641,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2026-07",
   "value": 1704,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2026-08",
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
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   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2026-08",
   "value": 1543,
   "p25": null,
   "median": null,
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   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
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   "currency": "GBP",
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   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index",
   "month": "2026-09",
   "value": 1704,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Published index: trailing 3-month rolling median; null marks a publication gap. The Cledara-observed buyer cohort can change between months."
  },
  {
   "category": null,
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "software_spend_index_raw",
   "month": "2026-09",
   "value": 1769,
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   "median": null,
   "p75": null,
   "unit": "index_points",
   "baseline_month": "2020-07",
   "definition": "Raw monthly index; null marks a publication gap."
  },
  {
   "category": "AI Platforms & Model Ops",
   "currency": "GBP",
   "median_annual_spend": 13197.6,
   "p25_annual_spend": 3772.2,
   "p75_annual_spend": 39968.16,
   "yoy_pct": 488.3,
   "annualization_basis": "latest_month_times_12",
   "metric": "category_annualized_spend",
   "month": "2026-09",
   "value": 13197.6,
   "p25": 3772.2,
   "median": 13197.6,
   "p75": 39968.16,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Latest complete month's per-company distribution multiplied by 12; not a trailing-year total. YoY compares monthly medians."
  },
  {
   "category": "AI Platforms & Model Ops",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2024-10",
   "value": 75.37,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "AI Platforms & Model Ops",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2024-11",
   "value": 81.07,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
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   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "AI Platforms & Model Ops",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2024-12",
   "value": 85.29,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "AI Platforms & Model Ops",
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   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2025-06",
   "value": 475.43,
   "p25": null,
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   "unit": "GBP",
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   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
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   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
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   "p25": null,
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   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2025-08",
   "value": 471.51,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2025-09",
   "value": 478.23,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2025-10",
   "value": 451.14,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2025-11",
   "value": 393.05,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2025-12",
   "value": 463.2,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2026-01",
   "value": 426.51,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2026-02",
   "value": 433.08,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2026-03",
   "value": 482.93,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2026-04",
   "value": 420.35,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2026-05",
   "value": 430.52,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2026-06",
   "value": 457.17,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2026-07",
   "value": 451.38,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2026-08",
   "value": 429.37,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": "People Ops & Talent",
   "currency": "GBP",
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "category_monthly_median_spend",
   "month": "2026-09",
   "value": 408.95,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "GBP",
   "baseline_month": null,
   "definition": "Published per-company monthly category median, without annualization."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share_headline",
   "month": "2026-09",
   "value": 27,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2024-09",
   "value": 19,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2024-10",
   "value": 20,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2024-11",
   "value": 20,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2024-12",
   "value": 19,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2025-01",
   "value": 20,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2025-02",
   "value": 20,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2025-03",
   "value": 21,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2025-04",
   "value": 22,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2025-05",
   "value": 22,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2025-06",
   "value": 22,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2025-07",
   "value": 22,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2025-08",
   "value": 22,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2025-09",
   "value": 23,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2025-10",
   "value": 23,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2025-11",
   "value": 23,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2025-12",
   "value": 23,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2026-01",
   "value": 23,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2026-02",
   "value": 24,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2026-03",
   "value": 25,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2026-04",
   "value": 25,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2026-05",
   "value": 26,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2026-06",
   "value": 27,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2026-07",
   "value": 27,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2026-08",
   "value": 26,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  },
  {
   "category": null,
   "currency": null,
   "median_annual_spend": null,
   "p25_annual_spend": null,
   "p75_annual_spend": null,
   "yoy_pct": null,
   "annualization_basis": null,
   "metric": "inferred_usage_billing_share",
   "month": "2026-09",
   "value": 27,
   "p25": null,
   "median": null,
   "p75": null,
   "unit": "percent_of_clean_positive_software_subscription_payment_days",
   "baseline_month": null,
   "definition": "calendar-cadence-v2: Conservative payment-cadence proxy, not confirmed usage billing. Positive software-subscription payment days are grouped by subscription, buyer, vendor, currency geography and declared periodicity. Same-day charges collapse; repeated equal amounts within three days are treated as possible retries. Credits reset the evidence window. At least three clean payment days and two unusually short gaps are required, with short gaps a strict majority of the latest six gaps. A gap must be at least two days and shorter than the calendar interval by more than the greater of two days or 20%. Each observation uses only payments recorded on or before that day. Proration, timing changes and unidentified retries can still affect the inference."
  }
 ]
}