Technology landscape
How reported AI classifications spread across agencies, missions, lifecycle stages and sourcing. Each record carries one reported classification, so categories do not overlap. A classification describes the technique, not a specific commercial model.
Lifecycle by technology
Share of each technology's recordsSourcing by technology
Where reportedDeveloped in-house: 3 (37.5%)Generative AI
Contract and in-house: 2 (25.0%)Generative AI
Purchased from vendor: 3 (37.5%)
Developed in-house: 13 (54.2%)Classical / predictive ML
Contract and in-house: 6 (25.0%)Classical / predictive ML
Purchased from vendor: 5 (20.8%)
Technology adoption by agency
Row share: each agency's records by classification · 16 largest portfolios in the filterTechnology by topic area
Row share within each topic| Generative AI | Classical / predictive ML | Natural language processing | Computer vision | n | |
|---|---|---|---|---|---|
| Law Enforcement | 36% | 4% | 60% | 25 | |
| Administrative Functions | 50% | 25% | 13% | 13% | 8 |
| Government Benefits Processing | 14% | 86% | 7 | ||
| Information Technology | 20% | 60% | 20% | 5 | |
| Other | 33% | 67% | 3 | ||
| Transportation | 67% | 33% | 3 | ||
| Procurement and Financial Management | 100% | 2 | |||
| Energy and the Environment | 100% | 1 | |||
| Health and Medical | 100% | 1 |
High-impact designation by technology
High-impact: 2 (33.3%)Natural language processing
Not high-impact: 4 (66.7%)
Governance disclosure by technology
High-impact records: reported in place / scope| Technology | High-impact | Testing | Impact assess. | Indep. review | Monitoring | Training |
|---|---|---|---|---|---|---|
| Generative AI | 2 | 2 / 2 | 1 / 2 | 1 / 2 | 2 / 2 | 2 / 2 |
| Classical / predictive ML | 18 | 18 / 18 | 16 / 18 | 16 / 18 | 18 / 18 | 18 / 18 |
| Natural language processing | 2 | 2 / 2 | 1 / 2 | 1 / 2 | 1 / 2 | 2 / 2 |
| Computer vision | 17 | 17 / 17 | 15 / 17 | 15 / 17 | 17 / 17 | 17 / 17 |
Shows counts reported in place against all high-impact records of that technology. The remainder includes in-progress, not applicable and unanswered. Full governance view
Systems, vendors and technology are different things
38 of 55 records name a vendor (69%)Vendor: the supplier the agency names in a free-text field. Matched to a standard list of companies; one record may name several.
System name: the agency's name for the system (reported for 93% of records).
AI classification: the technique category the agency selected. A vendor name does not show which model or technique is used, and this platform does not infer it.