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: 1 (6.7%)Generative AI
Contract and in-house: 4 (26.7%)Generative AI
Purchased from vendor: 10 (66.7%)
Developed in-house: 21 (24.4%)Classical / predictive ML
Contract and in-house: 14 (16.3%)Classical / predictive ML
Purchased from vendor: 48 (55.8%)Classical / predictive ML
Not reported: 3 (3.5%)
Developed in-house: 1 (3.8%)Natural language processing
Contract and in-house: 8 (30.8%)Natural language processing
Purchased from vendor: 17 (65.4%)
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 | Agentic AI | n | |
|---|---|---|---|---|---|---|
| Law Enforcement | 9% | 34% | 16% | 39% | 2% | 98 |
| Health and Medical | 2% | 32% | 3% | 62% | 90 | |
| Government Benefits Processing | 8% | 54% | 38% | 13 | ||
| Administrative Functions | 63% | 13% | 25% | 8 | ||
| Procurement and Financial Management | 100% | 6 | ||||
| Information Technology | 50% | 50% | 4 | |||
| Cybersecurity | 33% | 33% | 33% | 3 | ||
| Transportation | 67% | 33% | 3 | |||
| Human Resources | 50% | 50% | 2 |
High-impact designation by technology
Governance disclosure by technology
High-impact records: reported in place / scope| Technology | High-impact | Testing | Impact assess. | Indep. review | Monitoring | Training |
|---|---|---|---|---|---|---|
| Generative AI | 15 | 2 / 15 | 3 / 15 | 3 / 15 | 2 / 15 | 4 / 15 |
| Classical / predictive ML | 86 | 19 / 86 | 16 / 86 | 16 / 86 | 19 / 86 | 18 / 86 |
| Natural language processing | 26 | 4 / 26 | 2 / 26 | 2 / 26 | 2 / 26 | 2 / 26 |
| Computer vision | 98 | 19 / 98 | 15 / 98 | 15 / 98 | 17 / 98 | 17 / 98 |
| Agentic AI | 2 | 0 / 2 | 0 / 2 | 0 / 2 | 0 / 2 | 0 / 2 |
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
99 of 227 records name a vendor (44%)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 55% 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.