Federal AI-described contract obligations
Ranks recipients by net federal contract action obligations that pass a fixed, published AI classification contract.
- Version
- 1-contract-2026-07-26.1
- Published
- Jul 28, 2026
- Live boards
- 1
- Method ID
- federal-ai-contract-obligations
Where the facts come from
See the associated board evidence.
How the order is produced
- Formula
sum of qualifying Transaction Amount values by official USAspending recipient identity
- Direction
descending
- Tie Breaker
entity slug ascending
- Primary Metric
federal-ai-transaction-obligation-usd
- Negative Actions Included
Yes
When the method reruns
- daily
Boards using this version
Only live, quality-gated boards appear. Each board opens on the exact published table and evidence path.
| Board | Primary measure | Rows | Confidence | Freshness | Board version | Cadence | Evidence |
|---|---|---|---|---|---|---|---|
| Federal AI Contract Obligationsgovernment-ai-contract-obligations | federal-ai-transaction-obligation-usd | 108 | 100% | current | 1-contract-2026-07-26.1 | daily | Open board → |
Complete measurement ledger
These fields are stored with the methodology version. A changed contract must publish a new version before comparable movement can resume.
Scope
Prime-award contract transactions reported by USAspending within the trailing 365-day action-date period.
Ranking
- Formula
sum of qualifying Transaction Amount values by official USAspending recipient identity
- Direction
descending
- Tie Breaker
entity slug ascending
- Primary Metric
federal-ai-transaction-obligation-usd
- Negative Actions Included
Yes
Movement
Compared only with the latest earlier published snapshot using this exact methodology and query-contract version.
Limitations
- The board covers contract actions whose transaction descriptions explicitly contain a reviewed AI phrase.
- Relevant work described without a reviewed phrase or outside the reviewed NAICS and PSC lists is excluded.
- A matching transaction description indicates procurement scope, not that every dollar funds a standalone AI product.
- USAspending corrections and deobligations can change a recipient's trailing-period net total.
Quality Gates
- Minimum Recipients
3
- Recipient Coverage
1
- Exact Query Contract Required
Yes
- Maximum Observation Age Seconds
21,600
- Official Recipient Identity Required
Yes
- Award And Transaction Identifiers Required
Yes
Query Contract
- Version
2026-07-26.1
- Endpoint
/api/v2/search/spending_by_transaction/
- Psc Codes
- AJ11
- AJ12
- AJ13
- AJ14
- AJ15
- DA01
- DA10
- DB01
- DC01
- DD01
- DF01
- DH01
- D302
- D307
- D308
- D310
- D311
- D316
- D317
- D318
- D319
- D399
- R425
- R499
- Classifier
deterministic_exact_phrase_and_code_allowlists
- Naics Codes
- 511210
- 513210
- 518210
- 541511
- 541512
- 541513
- 541519
- 541715
- Period Days
365
- Amount Field
Transaction Amount
- Amount Meaning
federal_action_obligation
- Spending Level
prime_award_transactions
- Award Type Codes
- A
- B
- C
- D
- Llm Classification
No
- Description Queries
- artificial intelligence
- machine learning
- large language model
- generative AI
- neural network
- deep learning
- computer vision
- Award Internal Id Field
internal_id
- Transaction Identity Fields
- generated_internal_id
- Mod
- Potential Award Value Included
No
Classification
- Kind
deterministic_exact_phrase_and_code_allowlists
- Llm Used
No
- Ambiguous Rows Included
No
Amount Semantics
- Currency
USD
- Excluded
- potential award value
- current award value
- outlays
- whole-award totals for multipurpose contracts
- Included
federal action obligations and deobligations