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Indicators / series

ramp.us_businesses.ai_spend_per_employee_median_usd.m

Source: Ramp AI Index (Ramp Economics Lab) (Ramp) · Ramp Economics Lab; cited with attribution · CSV

Ramp AI Index, Ramp Economics Lab

idvaluegradeas of datepublished datetieraudited vs reportedextraction methodreview statusretrieved athttp statuscontent hashsupersedes idurlflags
20b4b77dfed71dd9$2.50grade B, evidence tier 32023-09-302026-09-113reportedscrapeapproved2026-09-11 12:46200efc7441ef3cf—source page
cf24460a566c00db$2.61grade B, evidence tier 32023-10-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f4840511e4a94fdbbsource page
faa37fca7dffee5f$2.73grade B, evidence tier 32023-11-302026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f3149d8bd4bdcffafsource page
a29d6c796da8bf49$2.67grade B, evidence tier 32023-12-312026-09-113reportedscrapeapproved2026-09-11 12:46200efc7441ef3cf—source page
4488254d5fe1872a$2.86grade B, evidence tier 32024-01-312026-09-113reportedscrapeapproved2026-09-11 12:46200efc7441ef3cf—source page
006b5377b0991ce5$3.04grade B, evidence tier 32024-02-292026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f93423ae71db0798csource page
05b006bacc024acf$3.14grade B, evidence tier 32024-03-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8fadc89a3ecb391329source page
3beee007a0b8437e$3.11grade B, evidence tier 32024-04-302026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8fe23cd210a2378f05source page
87ef5cbc92a5b7b4$3.13grade B, evidence tier 32024-05-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f37f26d8721304ffesource page
624447d24aabca9a$3.00grade B, evidence tier 32024-06-302026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8fca6191ce269350bfsource page
7bd59f96674b8bfb$3.06grade B, evidence tier 32024-07-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8fbd8cceb22458f2d7source page
0d1339613b9af0bd$3.04grade B, evidence tier 32024-08-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f0805126d41b7c6e2source page
02767b56a9834aa1$3.04grade B, evidence tier 32024-09-302026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8fbf190dc19b78101esource page
7d7b13a2c1e8e8d9$3.17grade B, evidence tier 32024-10-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f321d9856f6c46df9source page
6733b15feeead0e1$3.32grade B, evidence tier 32024-11-302026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f036d16cb112e2daasource page
fd59079961f65e6d$3.26grade B, evidence tier 32024-12-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f9c2dd0c6a2fa3b24source page
060698313608ad9d$3.52grade B, evidence tier 32025-01-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8fbcefff27a87702f6source page
5da33e04d6362829$3.87grade B, evidence tier 32025-02-282026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f8a708001373de325source page
720ca0c9ff180916$4.00grade B, evidence tier 32025-03-312026-09-113reportedscrapeapproved2026-09-11 12:46200efc7441ef3cf—source page
6d023bed2d048a69$4.00grade B, evidence tier 32025-04-302026-09-113reportedscrapeapproved2026-09-11 12:46200efc7441ef3cf—source page
fcb0bcae189653db$4.15grade B, evidence tier 32025-05-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8faab9a90237256040source page
7db5451d496bb8e8$4.29grade B, evidence tier 32025-06-302026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f4be6be4bb45d8d87source page
ef2217aae172363b$4.60grade B, evidence tier 32025-07-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8fbc5e1135c0cdf0a4source page
457ccb7378c64597$5.00grade B, evidence tier 32025-08-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f90bd2efe37a76582source page
aa8854959ef58cc7$5.00grade B, evidence tier 32025-09-302026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8ffcd6c133f1976656source page
e20ed2ddad78ced9$5.45grade B, evidence tier 32025-10-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8fb74945c563287d9csource page
ffc0ee864d45d59d$5.37grade B, evidence tier 32025-11-302026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f6d8cbb4a43c60287source page
f18246b60ba93876$5.56grade B, evidence tier 32025-12-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8fdc53e44b91cb937esource page
a68388cae9cd9dee$6.32grade B, evidence tier 32026-01-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f757ef65c7737d799source page
03dc1c83fa031dde$7.50grade B, evidence tier 32026-02-282026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f6eddde70af5fded2source page
61965b5e67e24241$9.68grade B, evidence tier 32026-03-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8fcb1665b0ff025464source page
0e10ac56eaac21ca$11.0grade B, evidence tier 32026-04-302026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8fe428b0628ccb5c59source page
8283c389ac0c58f3$12.1grade B, evidence tier 32026-05-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f4d1ffd70fe5861edsource page
fb8332c4db633afa$12.8grade B, evidence tier 32026-06-302026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f32ea373cd0a3f607source page
1ce8bb283bc17f59$14.2grade B, evidence tier 32026-07-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f00bc967d9f06bddcsource page
4cc1fa5c89fd59f9$14.7grade B, evidence tier 32026-08-312026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f77d0913d06d27fd0source page
e1d6704fe9398d67$15.7grade B, evidence tier 32026-09-302026-10-153reportedscrapeapproved2026-10-15 11:402007efca1cfec8f—source page
Raw snippets and dispute text
  • 20b4b77dfed71dd9 {"business_count": "$undefined", "date_month": "2023-09-01", "is_publishable": "$undefined", "median_pepm": 2.5, "p90_pepm": 32.39, "p99_pepm": 369.72, "p99_winsorized_weighted_pepm": 4.14, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 70.04, "top_1_percent_median_pepm": 874.89, "total_fte_denominator": "$undefined"}
  • cf24460a566c00db {"business_count": "$undefined", "date_month": "2023-10-01", "is_publishable": "$undefined", "median_pepm": 2.61, "p90_pepm": 30.88, "p99_pepm": 372.52, "p99_winsorized_weighted_pepm": 4.08, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 67.73, "top_1_percent_median_pepm": 933.17, "total_fte_denominator": "$undefined"}
  • faa37fca7dffee5f {"business_count": "$undefined", "date_month": "2023-11-01", "is_publishable": "$undefined", "median_pepm": 2.73, "p90_pepm": 35.14, "p99_pepm": 475.98, "p99_winsorized_weighted_pepm": 4.93, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 78.3, "top_1_percent_median_pepm": 883.55, "total_fte_denominator": "$undefined"}
  • a29d6c796da8bf49 {"business_count": "$undefined", "date_month": "2023-12-01", "is_publishable": "$undefined", "median_pepm": 2.67, "p90_pepm": 33.06, "p99_pepm": 369.32, "p99_winsorized_weighted_pepm": 4.76, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 73.84, "top_1_percent_median_pepm": 758.75, "total_fte_denominator": "$undefined"}
  • 4488254d5fe1872a {"business_count": "$undefined", "date_month": "2024-01-01", "is_publishable": "$undefined", "median_pepm": 2.86, "p90_pepm": 38.71, "p99_pepm": 491.19, "p99_winsorized_weighted_pepm": 4.96, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 86.92, "top_1_percent_median_pepm": 880.7, "total_fte_denominator": "$undefined"}
  • 006b5377b0991ce5 {"business_count": "$undefined", "date_month": "2024-02-01", "is_publishable": "$undefined", "median_pepm": 3.04, "p90_pepm": 38.76, "p99_pepm": 498.09, "p99_winsorized_weighted_pepm": 4.89, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 83.06, "top_1_percent_median_pepm": 982.25, "total_fte_denominator": "$undefined"}
  • 05b006bacc024acf {"business_count": "$undefined", "date_month": "2024-03-01", "is_publishable": "$undefined", "median_pepm": 3.14, "p90_pepm": 44.94, "p99_pepm": 579.73, "p99_winsorized_weighted_pepm": 5.53, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 107.49, "top_1_percent_median_pepm": 1225.47, "total_fte_denominator": "$undefined"}
  • 3beee007a0b8437e {"business_count": "$undefined", "date_month": "2024-04-01", "is_publishable": "$undefined", "median_pepm": 3.11, "p90_pepm": 42.8, "p99_pepm": 643.09, "p99_winsorized_weighted_pepm": 6.22, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 93.28, "top_1_percent_median_pepm": 1572.79, "total_fte_denominator": "$undefined"}
  • 87ef5cbc92a5b7b4 {"business_count": "$undefined", "date_month": "2024-05-01", "is_publishable": "$undefined", "median_pepm": 3.13, "p90_pepm": 46.01, "p99_pepm": 622.33, "p99_winsorized_weighted_pepm": 6.32, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 104.58, "top_1_percent_median_pepm": 1406.16, "total_fte_denominator": "$undefined"}
  • 624447d24aabca9a {"business_count": "$undefined", "date_month": "2024-06-01", "is_publishable": "$undefined", "median_pepm": 3, "p90_pepm": 44.46, "p99_pepm": 657.76, "p99_winsorized_weighted_pepm": 5.83, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 99.45, "top_1_percent_median_pepm": 1400.7, "total_fte_denominator": "$undefined"}
  • 7bd59f96674b8bfb {"business_count": "$undefined", "date_month": "2024-07-01", "is_publishable": "$undefined", "median_pepm": 3.06, "p90_pepm": 44.81, "p99_pepm": 784.59, "p99_winsorized_weighted_pepm": 7.03, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 104.29, "top_1_percent_median_pepm": 1767.04, "total_fte_denominator": "$undefined"}
  • 0d1339613b9af0bd {"business_count": "$undefined", "date_month": "2024-08-01", "is_publishable": "$undefined", "median_pepm": 3.04, "p90_pepm": 45.07, "p99_pepm": 782.87, "p99_winsorized_weighted_pepm": 7.31, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 103.13, "top_1_percent_median_pepm": 1692.13, "total_fte_denominator": "$undefined"}
  • 02767b56a9834aa1 {"business_count": "$undefined", "date_month": "2024-09-01", "is_publishable": "$undefined", "median_pepm": 3.04, "p90_pepm": 44.57, "p99_pepm": 714.45, "p99_winsorized_weighted_pepm": 6.12, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 103.33, "top_1_percent_median_pepm": 1605.19, "total_fte_denominator": "$undefined"}
  • 7d7b13a2c1e8e8d9 {"business_count": "$undefined", "date_month": "2024-10-01", "is_publishable": "$undefined", "median_pepm": 3.17, "p90_pepm": 46.13, "p99_pepm": 707.5, "p99_winsorized_weighted_pepm": 7.03, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 108.34, "top_1_percent_median_pepm": 1471.82, "total_fte_denominator": "$undefined"}
  • 6733b15feeead0e1 {"business_count": "$undefined", "date_month": "2024-11-01", "is_publishable": "$undefined", "median_pepm": 3.32, "p90_pepm": 46.16, "p99_pepm": 799.06, "p99_winsorized_weighted_pepm": 7.45, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 105.66, "top_1_percent_median_pepm": 1673.21, "total_fte_denominator": "$undefined"}
  • fd59079961f65e6d {"business_count": "$undefined", "date_month": "2024-12-01", "is_publishable": "$undefined", "median_pepm": 3.26, "p90_pepm": 52.23, "p99_pepm": 817.4, "p99_winsorized_weighted_pepm": 7.47, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 117.98, "top_1_percent_median_pepm": 1871.76, "total_fte_denominator": "$undefined"}
  • 060698313608ad9d {"business_count": "$undefined", "date_month": "2025-01-01", "is_publishable": "$undefined", "median_pepm": 3.52, "p90_pepm": 60, "p99_pepm": 731.49, "p99_winsorized_weighted_pepm": 7.85, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 142.86, "top_1_percent_median_pepm": 2069.15, "total_fte_denominator": "$undefined"}
  • 5da33e04d6362829 {"business_count": "$undefined", "date_month": "2025-02-01", "is_publishable": "$undefined", "median_pepm": 3.87, "p90_pepm": 64.15, "p99_pepm": 850.8, "p99_winsorized_weighted_pepm": 8.2, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 133.29, "top_1_percent_median_pepm": 2322.67, "total_fte_denominator": "$undefined"}
  • 720ca0c9ff180916 {"business_count": "$undefined", "date_month": "2025-03-01", "is_publishable": "$undefined", "median_pepm": 4, "p90_pepm": 66.72, "p99_pepm": 790.84, "p99_winsorized_weighted_pepm": 9.09, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 141.9, "top_1_percent_median_pepm": 2136.63, "total_fte_denominator": "$undefined"}
  • 6d023bed2d048a69 {"business_count": "$undefined", "date_month": "2025-04-01", "is_publishable": "$undefined", "median_pepm": 4, "p90_pepm": 68.68, "p99_pepm": 859.72, "p99_winsorized_weighted_pepm": 9.19, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 154.98, "top_1_percent_median_pepm": 2122.65, "total_fte_denominator": "$undefined"}
  • fcb0bcae189653db {"business_count": "$undefined", "date_month": "2025-05-01", "is_publishable": "$undefined", "median_pepm": 4.15, "p90_pepm": 73.09, "p99_pepm": 1059.17, "p99_winsorized_weighted_pepm": 11.14, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 160.51, "top_1_percent_median_pepm": 2447.36, "total_fte_denominator": "$undefined"}
  • 7db5451d496bb8e8 {"business_count": "$undefined", "date_month": "2025-06-01", "is_publishable": "$undefined", "median_pepm": 4.29, "p90_pepm": 77, "p99_pepm": 945.62, "p99_winsorized_weighted_pepm": 9.9, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 165.61, "top_1_percent_median_pepm": 2194.45, "total_fte_denominator": "$undefined"}
  • ef2217aae172363b {"business_count": "$undefined", "date_month": "2025-07-01", "is_publishable": "$undefined", "median_pepm": 4.6, "p90_pepm": 85.05, "p99_pepm": 1016.73, "p99_winsorized_weighted_pepm": 11.51, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 192.41, "top_1_percent_median_pepm": 2467.38, "total_fte_denominator": "$undefined"}
  • 457ccb7378c64597 {"business_count": "$undefined", "date_month": "2025-08-01", "is_publishable": "$undefined", "median_pepm": 5, "p90_pepm": 93.76, "p99_pepm": 1090.08, "p99_winsorized_weighted_pepm": 8, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 200, "top_1_percent_median_pepm": 2642.2, "total_fte_denominator": "$undefined"}
  • aa8854959ef58cc7 {"business_count": "$undefined", "date_month": "2025-09-01", "is_publishable": "$undefined", "median_pepm": 5, "p90_pepm": 99.14, "p99_pepm": 1250.28, "p99_winsorized_weighted_pepm": 13.25, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 209.91, "top_1_percent_median_pepm": 2515.49, "total_fte_denominator": "$undefined"}
  • e20ed2ddad78ced9 {"business_count": "$undefined", "date_month": "2025-10-01", "is_publishable": "$undefined", "median_pepm": 5.45, "p90_pepm": 110.17, "p99_pepm": 1321.19, "p99_winsorized_weighted_pepm": 12.65, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 238.42, "top_1_percent_median_pepm": 3334.32, "total_fte_denominator": "$undefined"}
  • ffc0ee864d45d59d {"business_count": "$undefined", "date_month": "2025-11-01", "is_publishable": "$undefined", "median_pepm": 5.37, "p90_pepm": 107.9, "p99_pepm": 1225.1, "p99_winsorized_weighted_pepm": 11.98, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 229.65, "top_1_percent_median_pepm": 3063.05, "total_fte_denominator": "$undefined"}
  • f18246b60ba93876 {"business_count": "$undefined", "date_month": "2025-12-01", "is_publishable": "$undefined", "median_pepm": 5.56, "p90_pepm": 119.49, "p99_pepm": 1691.5, "p99_winsorized_weighted_pepm": 15.76, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 260.34, "top_1_percent_median_pepm": 4288.43, "total_fte_denominator": "$undefined"}
  • a68388cae9cd9dee {"business_count": "$undefined", "date_month": "2026-01-01", "is_publishable": "$undefined", "median_pepm": 6.32, "p90_pepm": 145.34, "p99_pepm": 1513.46, "p99_winsorized_weighted_pepm": 14.79, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 296.72, "top_1_percent_median_pepm": 3390.4, "total_fte_denominator": "$undefined"}
  • 03dc1c83fa031dde {"business_count": "$undefined", "date_month": "2026-02-01", "is_publishable": "$undefined", "median_pepm": 7.5, "p90_pepm": 168.73, "p99_pepm": 1782.8, "p99_winsorized_weighted_pepm": 17.28, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 351.76, "top_1_percent_median_pepm": 3348.02, "total_fte_denominator": "$undefined"}
  • 61965b5e67e24241 {"business_count": "$undefined", "date_month": "2026-03-01", "is_publishable": "$undefined", "median_pepm": 9.68, "p90_pepm": 205.82, "p99_pepm": 2222.51, "p99_winsorized_weighted_pepm": 19.86, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 424.9, "top_1_percent_median_pepm": 4812.03, "total_fte_denominator": "$undefined"}
  • 0e10ac56eaac21ca {"business_count": "$undefined", "date_month": "2026-04-01", "is_publishable": "$undefined", "median_pepm": 10.97, "p90_pepm": 229.11, "p99_pepm": 2452.81, "p99_winsorized_weighted_pepm": 21.31, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 472.21, "top_1_percent_median_pepm": 4715.01, "total_fte_denominator": "$undefined"}
  • 8283c389ac0c58f3 {"business_count": "$undefined", "date_month": "2026-05-01", "is_publishable": "$undefined", "median_pepm": 12.05, "p90_pepm": 248.23, "p99_pepm": 2716.19, "p99_winsorized_weighted_pepm": 24.61, "raw_weighted_pepm": "$undefined", "spend_usd": "$undefined", "top_10_percent_median_pepm": 520.9, "top_1_percent_median_pepm": 5133.59, "total_fte_denominator": "$undefined"}
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