Datasets:

tensorust
/

federal-ai-contracts-sample

award_id stringlengths 13 17	award_group stringclasses 1 value	award_type stringclasses 3 values	recipient_name stringlengths 14 51	recipient_uei stringlengths 12 12	awarding_agency stringclasses 6 values	awarding_sub_agency stringclasses 10 values	award_amount float64 19M 244M	total_outlays float64 -113,587.13 107M ⌀	start_date stringdate 2017-09-29 00:00:00 2026-09-15 00:00:00	end_date stringdate 2020-03-27 00:00:00 2027-12-03 00:00:00	naics int64 518k 542k	naics_description stringclasses 8 values	psc stringlengths 4 4	psc_description stringlengths 21 93	cfda_number float64	ai_keywords_matched stringclasses 3 values	first_fy_seen int64 2.02k 2.03k	last_fy_seen int64 2.02k 2.03k	usaspending_url stringlengths 75 81	outlays_reported bool 2 classes	unpaid_balance float64 0 116M ⌀	pct_paid_out float64 -0 1 ⌀	days_to_end float64 -2,415 392	ends_within_18_months bool 2 classes
47QFCA26F0018	contract	DELIVERY ORDER	BOOZ ALLEN HAMILTON INC	JCBMLGPE6Z71	General Services Administration	Federal Acquisition Service	243,851,824	null	2026-06-15	2027-06-14	541,512	COMPUTER SYSTEMS DESIGN SERVICES	R499	SUPPORT- PROFESSIONAL: OTHER	null	machine learning	2,026	2,026	https://www.usaspending.gov/award/CONT_AWD_47QFCA26F0018_4732_47QTCK18D0004_4732	false	null	null	220	true
W911QX20C0023	contract	DEFINITIVE CONTRACT	ECS FEDERAL, LLC	XYB4JU4PA6T4	Department of Defense	Defense Contract Management Agency	120,492,195.74	4,671,161.19	2020-04-23	2027-03-11	541,715	RESEARCH AND DEVELOPMENT IN THE PHYSICAL, ENGINEERING, AND LIFE SCIENCES (EXCEPT NANOTECHNOLOGY AND BIOTECHNOLOGY)	AD94	R&D- DEFENSE OTHER: OTHER (ENGINEERING DEVELOPMENT)	null	artificial intelligence; machine learning	2,021	2,026	https://www.usaspending.gov/award/CONT_AWD_W911QX20C0023_9700_-NONE-_-NONE-	true	115,821,034.55	0.0388	125	true
140D0421C0002	contract	DEFINITIVE CONTRACT	TUKNIK GOVERNMENT SERVICES LLC	GN2VKJH7LBC3	Department of the Interior	Departmental Offices	106,725,460.68	106,725,460.68	2020-12-23	2025-03-10	541,512	COMPUTER SYSTEMS DESIGN SERVICES	R499	SUPPORT- PROFESSIONAL: OTHER	null	artificial intelligence; machine learning	2,021	2,026	https://www.usaspending.gov/award/CONT_AWD_140D0421C0002_1406_-NONE-_-NONE-	true	0	1	-606	false
W911QX20C0051	contract	DEFINITIVE CONTRACT	SCALE AI, INC.	DHU2LMKSDQD9	Department of Defense	Department of the Army	105,550,316.38	null	2020-09-29	2024-09-14	541,715	RESEARCH AND DEVELOPMENT IN THE PHYSICAL, ENGINEERING, AND LIFE SCIENCES (EXCEPT NANOTECHNOLOGY AND BIOTECHNOLOGY)	AC12	NATIONAL DEFENSE R&D SERVICES; DEPARTMENT OF DEFENSE - MILITARY; APPLIED RESEARCH	null	machine learning	2,021	2,024	https://www.usaspending.gov/award/CONT_AWD_W911QX20C0051_9700_-NONE-_-NONE-	false	null	null	-783	false
W911QX20C0041	contract	DEFINITIVE CONTRACT	PALANTIR USG INC	HNN4F9JZWDY8	Department of Defense	Department of the Army	91,176,843.61	null	2020-09-29	2022-11-30	541,715	RESEARCH AND DEVELOPMENT IN THE PHYSICAL, ENGINEERING, AND LIFE SCIENCES (EXCEPT NANOTECHNOLOGY AND BIOTECHNOLOGY)	AJ42	R&D- GENERAL SCIENCE/TECHNOLOGY: ENGINEERING (APPLIED RESEARCH/EXPLORATORY DEVELOPMENT)	null	artificial intelligence	2,021	2,023	https://www.usaspending.gov/award/CONT_AWD_W911QX20C0041_9700_-NONE-_-NONE-	false	null	null	-1,437	false
W911QX17C0045	contract	DEFINITIVE CONTRACT	ECS FEDERAL, LLC	XYB4JU4PA6T4	Department of Defense	Defense Contract Management Agency	89,793,874.87	null	2017-09-29	2020-03-27	541,712	RESEARCH AND DEVELOPMENT IN THE PHYSICAL, ENGINEERING, AND LIFE SCIENCES (EXCEPT BIOTECHNOLOGY)	AD94	R&D- DEFENSE OTHER: OTHER (ENGINEERING DEVELOPMENT)	null	machine learning	2,021	2,024	https://www.usaspending.gov/award/CONT_AWD_W911QX17C0045_9700_-NONE-_-NONE-	false	null	null	-2,415	false
W909MY26F0009	contract	DELIVERY ORDER	ENLIGHTEN, LLC	R1V7DQ3VKQP5	Department of Defense	Department of the Army	85,140,480.88	0	2026-03-01	2027-02-28	541,512	COMPUTER SYSTEMS DESIGN SERVICES	DJ01	IT AND TELECOM - SECURITY AND COMPLIANCE SUPPORT SERVICES (LABOR)	null	artificial intelligence; machine learning	2,026	2,026	https://www.usaspending.gov/award/CONT_AWD_W909MY26F0009_9700_W909MY26D0002_9700	false	null	null	114	true
W911QX25C0002	contract	DEFINITIVE CONTRACT	ECS FEDERAL, LLC	XYB4JU4PA6T4	Department of Defense	Department of the Army	83,498,695.2	0	2025-01-30	2027-07-16	541,715	RESEARCH AND DEVELOPMENT IN THE PHYSICAL, ENGINEERING, AND LIFE SCIENCES (EXCEPT NANOTECHNOLOGY AND BIOTECHNOLOGY)	AC11	NATIONAL DEFENSE R&D SERVICES; DEPARTMENT OF DEFENSE - MILITARY; BASIC RESEARCH	null	artificial intelligence; machine learning	2,025	2,026	https://www.usaspending.gov/award/CONT_AWD_W911QX25C0002_9700_-NONE-_-NONE-	false	null	null	252	true
75A50119C00033	contract	DEFINITIVE CONTRACT	SPECTRAL MD, INC.	XYMKTFCE2XR3	Department of Health and Human Services	Office of Assistant Secretary for Preparedness and Response	74,984,180	43,346,260.76	2019-07-01	2023-09-30	541,715	RESEARCH AND DEVELOPMENT IN THE PHYSICAL, ENGINEERING, AND LIFE SCIENCES (EXCEPT NANOTECHNOLOGY AND BIOTECHNOLOGY)	6505	DRUGS AND BIOLOGICALS	null	machine learning	2,021	2,023	https://www.usaspending.gov/award/CONT_AWD_75A50119C00033_7505_-NONE-_-NONE-	true	31,637,919.24	0.5781	-1,133	false
W519TC25F0241	contract	DELIVERY ORDER	BYTECUBED, LLC	TFHAW6MVF553	Department of Defense	Department of the Army	69,142,750.56	0	2025-06-03	2027-06-02	518,210	COMPUTING INFRASTRUCTURE PROVIDERS, DATA PROCESSING, WEB HOSTING, AND RELATED SERVICES	R423	SUPPORT- PROFESSIONAL: INTELLIGENCE	null	artificial intelligence	2,025	2,026	https://www.usaspending.gov/award/CONT_AWD_W519TC25F0241_9700_W52P1J22G0174_9700	false	null	null	208	true
36C10B20F0417	contract	DELIVERY ORDER	SWISH DATA CORPORATION	DMERLBE3JR53	Department of Veterans Affairs	Department of Veterans Affairs	47,795,668.04	35,511,093.06	2020-09-24	2025-09-23	541,519	OTHER COMPUTER RELATED SERVICES	D318	IT AND TELECOM- INTEGRATED HARDWARE/SOFTWARE/SERVICES SOLUTIONS, PREDOMINANTLY SERVICES	null	artificial intelligence	2,021	2,024	https://www.usaspending.gov/award/CONT_AWD_36C10B20F0417_3600_NNG15SC91B_8000	true	12,284,574.98	0.743	-409	false
1333BJ20F00280017	contract	DELIVERY ORDER	ACCENTURE FEDERAL SERVICES LLC	C47BNA8GM833	Department of Commerce	U.S. Patent and Trademark Office	44,076,744.6	0	2019-10-31	2023-04-30	541,512	COMPUTER SYSTEMS DESIGN SERVICES	R499	SUPPORT- PROFESSIONAL: OTHER	null	artificial intelligence	2,021	2,025	https://www.usaspending.gov/award/CONT_AWD_1333BJ20F00280017_1344_GS35F540GA_4732	false	null	null	-1,286	false
W56KGU25C0004	contract	DEFINITIVE CONTRACT	CAMGIAN CORPORATION	HVLBJJBVSUP7	Department of Defense	Department of the Army	42,225,150	0	2025-02-14	2027-11-13	541,511	CUSTOM COMPUTER PROGRAMMING SERVICES	AJ12	GENERAL SCIENCE AND TECHNOLOGY R&D SERVICES; GENERAL SCIENCE AND TECHNOLOGY; APPLIED RESEARCH	null	artificial intelligence; machine learning	2,025	2,026	https://www.usaspending.gov/award/CONT_AWD_W56KGU25C0004_9700_-NONE-_-NONE-	false	null	null	372	true
W911QX22C0029	contract	DEFINITIVE CONTRACT	MORSECORP, INC	UVRXZ4EASJ93	Department of Defense	Department of the Army	41,434,075.13	1,597,846.42	2022-08-26	2026-09-30	541,715	RESEARCH AND DEVELOPMENT IN THE PHYSICAL, ENGINEERING, AND LIFE SCIENCES (EXCEPT NANOTECHNOLOGY AND BIOTECHNOLOGY)	AJ11	GENERAL SCIENCE AND TECHNOLOGY R&D SERVICES; GENERAL SCIENCE AND TECHNOLOGY; BASIC RESEARCH	null	artificial intelligence; machine learning	2,022	2,026	https://www.usaspending.gov/award/CONT_AWD_W911QX22C0029_9700_-NONE-_-NONE-	true	39,836,228.71	0.0386	-37	false
47QFCA26F0023	contract	DELIVERY ORDER	ACCENTURE FEDERAL SERVICES LLC	C47BNA8GM833	General Services Administration	Federal Acquisition Service	36,709,970	null	2026-07-28	2027-07-27	541,512	COMPUTER SYSTEMS DESIGN SERVICES	DA01	IT AND TELECOM - BUSINESS APPLICATION/APPLICATION DEVELOPMENT SUPPORT SERVICES (LABOR)	null	artificial intelligence	2,026	2,026	https://www.usaspending.gov/award/CONT_AWD_47QFCA26F0023_4732_47QTCK18D0036_4732	false	null	null	263	true
W31P4Q21F0332	contract	DELIVERY ORDER	GEORGIA TECH APPLIED RESEARCH CORP	L3G5SBQ2PLK5	Department of Defense	Department of the Army	30,890,358.54	24,084.28	2021-09-24	2026-09-24	541,715	RESEARCH AND DEVELOPMENT IN THE PHYSICAL, ENGINEERING, AND LIFE SCIENCES (EXCEPT NANOTECHNOLOGY AND BIOTECHNOLOGY)	AJ11	GENERAL SCIENCE AND TECHNOLOGY R&D SERVICES; GENERAL SCIENCE AND TECHNOLOGY; BASIC RESEARCH	null	machine learning	2,021	2,026	https://www.usaspending.gov/award/CONT_AWD_W31P4Q21F0332_9700_W31P4Q18D0002_9700	true	30,866,274.26	0.0008	-43	false
47QFHA26F0005	contract	DELIVERY ORDER	BOOZ ALLEN HAMILTON INC	JCBMLGPE6Z71	General Services Administration	Federal Acquisition Service	30,723,225.38	null	2026-09-15	2027-03-14	541,611	ADMINISTRATIVE MANAGEMENT AND GENERAL MANAGEMENT CONSULTING SERVICES	R499	SUPPORT- PROFESSIONAL: OTHER	null	artificial intelligence	2,026	2,026	https://www.usaspending.gov/award/CONT_AWD_47QFHA26F0005_4732_47QFHA24D0005_4732	false	null	null	128	true
W911NF19C0101	contract	DEFINITIVE CONTRACT	MORSECORP, INC	UVRXZ4EASJ93	Department of Defense	Department of the Army	29,932,547.63	0	2019-09-30	2022-09-30	541,330	ENGINEERING SERVICES	AD24	R&D- DEFENSE OTHER: SERVICES (ENGINEERING DEVELOPMENT)	null	artificial intelligence; machine learning	2,021	2,021	https://www.usaspending.gov/award/CONT_AWD_W911NF19C0101_9700_-NONE-_-NONE-	false	null	null	-1,498	false
1333BJ24C00280005	contract	DEFINITIVE CONTRACT	ACCENTURE FEDERAL SERVICES LLC	C47BNA8GM833	Department of Commerce	U.S. Patent and Trademark Office	27,753,766.76	-113,587.13	2024-07-01	2027-03-31	541,511	CUSTOM COMPUTER PROGRAMMING SERVICES	DA01	IT AND TELECOM - BUSINESS APPLICATION/APPLICATION DEVELOPMENT SUPPORT SERVICES (LABOR)	null	artificial intelligence	2,024	2,026	https://www.usaspending.gov/award/CONT_AWD_1333BJ24C00280005_1344_-NONE-_-NONE-	true	27,867,353.89	-0.0041	145	true
75FCMC23F0001	contract	BPA CALL	INDEX ANALYTICS LLC	QYFPCDC4JMC5	Department of Health and Human Services	Centers for Medicare and Medicaid Services	22,937,726.63	15,490,902.45	2023-09-28	2027-09-27	541,511	CUSTOM COMPUTER PROGRAMMING SERVICES	DF01	IT AND TELECOM - IT MANAGEMENT SUPPORT SERVICES (LABOR)	null	artificial intelligence	2,023	2,026	https://www.usaspending.gov/award/CONT_AWD_75FCMC23F0001_7530_75FCMC22A0018_7530	true	7,446,824.18	0.6753	325	true
140D0419C0047	contract	DEFINITIVE CONTRACT	TUKNIK GOVERNMENT SERVICES LLC	GN2VKJH7LBC3	Department of the Interior	Departmental Offices	21,596,322.25	21,596,322.25	2019-03-22	2022-03-21	541,512	COMPUTER SYSTEMS DESIGN SERVICES	R499	SUPPORT- PROFESSIONAL: OTHER	null	artificial intelligence; machine learning	2,021	2,023	https://www.usaspending.gov/award/CONT_AWD_140D0419C0047_1406_-NONE-_-NONE-	true	0	1	-1,691	false
W15QKN24C0004	contract	DEFINITIVE CONTRACT	THE TRUSTEES OF THE STEVENS INSTITUTE OF TECHNOLOGY	JJ6CN5Y5A2R5	Department of Defense	Department of the Army	20,968,992	0	2023-10-23	2026-12-22	541,715	RESEARCH AND DEVELOPMENT IN THE PHYSICAL, ENGINEERING, AND LIFE SCIENCES (EXCEPT NANOTECHNOLOGY AND BIOTECHNOLOGY)	AC12	NATIONAL DEFENSE R&D SERVICES; DEPARTMENT OF DEFENSE - MILITARY; APPLIED RESEARCH	null	artificial intelligence	2,024	2,026	https://www.usaspending.gov/award/CONT_AWD_W15QKN24C0004_9700_-NONE-_-NONE-	false	null	null	46	true
FA873023CB027	contract	DEFINITIVE CONTRACT	NEXTGEN FEDERAL SYSTEMS LLC	N1M7HLLHNSU9	Department of Defense	Department of the Air Force	20,822,196.92	null	2023-09-25	2027-03-24	541,715	RESEARCH AND DEVELOPMENT IN THE PHYSICAL, ENGINEERING, AND LIFE SCIENCES (EXCEPT NANOTECHNOLOGY AND BIOTECHNOLOGY)	AJ12	GENERAL SCIENCE AND TECHNOLOGY R&D SERVICES; GENERAL SCIENCE AND TECHNOLOGY; APPLIED RESEARCH	null	machine learning	2,023	2,026	https://www.usaspending.gov/award/CONT_AWD_FA873023CB027_9700_-NONE-_-NONE-	false	null	null	138	true
HQ003425CE092	contract	DEFINITIVE CONTRACT	LEISNOI PROFESSIONAL SERVICES, LLC	N14DPDAU18H4	Department of Defense	Washington Headquarters Services	19,918,648.73	0	2025-09-11	2026-09-10	541,512	COMPUTER SYSTEMS DESIGN SERVICES	R499	SUPPORT- PROFESSIONAL: OTHER	null	artificial intelligence; machine learning	2,025	2,026	https://www.usaspending.gov/award/CONT_AWD_HQ003425CE092_9700_-NONE-_-NONE-	false	null	null	-57	false
W911QX25C0005	contract	DEFINITIVE CONTRACT	METRON INCORPORATED	EN78W198KUG7	Department of Defense	Department of the Army	18,983,609.68	0	2025-08-18	2027-12-03	541,715	RESEARCH AND DEVELOPMENT IN THE PHYSICAL, ENGINEERING, AND LIFE SCIENCES (EXCEPT NANOTECHNOLOGY AND BIOTECHNOLOGY)	AC12	NATIONAL DEFENSE R&D SERVICES; DEPARTMENT OF DEFENSE - MILITARY; APPLIED RESEARCH	null	artificial intelligence; machine learning	2,025	2,026	https://www.usaspending.gov/award/CONT_AWD_W911QX25C0005_9700_-NONE-_-NONE-	false	null	null	392	true

Federal AI Award Ledger: free sample (Tensorust LLC)

Every federal contract and grant that names AI work since FY2021, with what is paid, what is left and when it ends.

Headline: Agencies have committed $15.89B to 19,941 awards that name AI work since FY2021, and much of it is not paid out or is about to come up for recompete.

This repository is a free teaser, not the dataset. It holds 25 example rows and a summary table with no names in it. The full file has 19,941 rows and is sold by Tensorust LLC: https://tensorust.com/datasets/federal-ai-contracts/.

Files here

file	what it is
`sample.csv`	25 rows of the full file (the same sample shown on tensorust.com)
`summary_by_awarding_agency.csv`	row counts and totals by awarding agency across the full file, no entity names (groups with fewer than 3 rows are folded into "Other")

Summary by awarding agency (largest groups)

Awarding agency	rows	Award amount (USD)
National Science Foundation	13,237	8,255,189,471
Department of Defense	2,079	2,927,723,589
Department of Health and Human Services	1,896	1,564,422,617
Department of Agriculture	589	597,681,052
Department of Commerce	485	662,977,299
Department of Energy	404	510,429,611
National Aeronautics and Space Administration	370	191,925,003
Department of the Interior	167	200,643,198
Department of Transportation	114	80,742,882
Institute of Museum and Library Services	79	31,688,626
Department of Homeland Security	76	92,970,478
Department of Justice	76	76,467,570
TOTAL	19,941	15,890,519,805

Full table: summary_by_awarding_agency.csv.

What the full file has

19,941 rows
Key fields: award_id, award_group, award_type, recipient_name, recipient_uei, awarding_agency, awarding_sub_agency, award_amount, total_outlays, start_date
Parquet and CSV, a README with sources, method and limits, and the build script
Free 25-row sample (no personal contact data)

Coverage: 1,907 contracts, 117 IDVs and 17,917 grants from 37 agencies and 3,167 recipients; actions dated Oct 1 2020 to Sep 30 2026. recipients.csv and agencies.csv are rollups. USAspending pulled Nov 6 2026

Columns in the full file

column	meaning
`award_id`	PIID or FAIN
`award_group`	contract, idv or grant (grants include cooperative agreements)
`award_type`	USAspending award type
`recipient_name`	Recipient legal name
`recipient_uei`	SAM UEI
`awarding_agency`	Awarding agency
`awarding_sub_agency`	Awarding sub-agency
`award_amount`	Award amount: obligated to date for contracts and grants, USD (IDVs carry little or no obligation)
`total_outlays`	Total outlays (cash paid out) reported to USAspending, USD
`start_date`	Period of performance start
`end_date`	Current period of performance end
`naics`	NAICS code (contracts)
`naics_description`	NAICS title
`psc`	Product or service code (contracts)
`psc_description`	PSC title
`cfda_number`	Assistance listing number (grants)
`description`	Award description as published
`ai_keywords_matched`	Which of the 8 AI search terms matched this award
`first_fy_seen`	First fiscal year (FY2021 to FY2026) with an action that matched
`last_fy_seen`	Last such fiscal year
`usaspending_url`	Award page on USAspending.gov
`outlays_reported`	True when a nonzero outlay figure is reported
`unpaid_balance`	award_amount minus total_outlays, only where outlays are reported, USD
`pct_paid_out`	total_outlays / award_amount where outlays are reported
`days_to_end`	Days from Nov 6 2026 to end_date (negative = ended)
`ends_within_18_months`	Period of performance ends between Nov 6 2026 and May 2028 (recompete window)

Get the full file

tier	price	includes
AI award file	$1,500	All 19,941 AI-named awards with amounts, outlays, balances, end dates, keywords and USAspending links, plus recipient and agency rollups. CSV and Parquet.
Recompete watch	$6,000 a year	Monthly refresh with new AI awards flagged, contracts entering the 18-month recompete window, and incumbent rollups by agency.
Enterprise license	$15,000 a year	Weekly refresh, custom keyword sets (for example agentic AI or computer vision only), internal use across capture, sales and strategy teams.

Email mattbusel@tensorust.com with the tier and a billing contact, and we will send a proper invoice (ACH or card). The file is delivered once the invoice is paid. Details and the live sample: https://tensorust.com/datasets/federal-ai-contracts/. All datasets: https://tensorust.com/datasets/

Method and limits

For each of 8 AI keywords, each fiscal year FY2021 to FY2026 and each award group (contracts, IDVs, grants), page through USAspending's keyword award search sorted by amount (no query hit the 10,000 row cap). Rows are deduplicated by USAspending award id; the keywords that matched are kept. unpaid_balance is computed only where an outlay is reported. ends_within_18_months uses the current period of performance end date.

Not a full count of federal AI spending: awards whose text never names AI are missed, and a keyword hit can be incidental (a grant that mentions machine learning once). Outlays are reported for about 77% of grants but only about 26% of contracts, so contract unpaid balances are partial. IDV ceilings are not in this table. Not a list of open solicitations.

Sources

USAspending.gov Award Search API, https://api.usaspending.gov/api/v2/search/spending_by_award/ (keyword filter, FY2021 to FY2026)
Award pages, https://www.usaspending.gov/award/

License

The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/federal-ai-contracts/". The full dataset is licensed separately per tier. No resale or redistribution of Tensorust data without a written license.

Tensorust LLC, Tuckahoe NY. mattbusel@tensorust.com | https://tensorust.com

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