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: 4 (9.8%)Generative AI
Contract and in-house: 2 (4.9%)Generative AI
Purchased from vendor: 35 (85.4%)
Developed in-house: 7 (53.8%)Classical / predictive ML
Contract and in-house: 4 (30.8%)Classical / predictive ML
Purchased from vendor: 2 (15.4%)
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 | n | |
|---|---|---|---|---|---|
| Information Technology | 97% | 3% | 36 | ||
| Law Enforcement | 26% | 5% | 68% | 19 | |
| Administrative Functions | 75% | 25% | 4 | ||
| Energy and the Environment | 50% | 50% | 4 | ||
| Government Benefits Processing | 25% | 75% | 4 | ||
| Other | 50% | 50% | 2 | ||
| Health and Medical | 100% | 1 | |||
| Procurement and Financial Management | 100% | 1 | |||
| Science | 100% | 1 | |||
| Transportation | 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 | 4 | 2 / 4 | 3 / 4 | 3 / 4 | 2 / 4 | 4 / 4 |
| Classical / predictive ML | 9 | 9 / 9 | 8 / 9 | 8 / 9 | 9 / 9 | 9 / 9 |
| Natural language processing | 2 | 2 / 2 | 1 / 2 | 1 / 2 | 1 / 2 | 2 / 2 |
| Computer vision | 13 | 13 / 13 | 11 / 13 | 11 / 13 | 12 / 13 | 12 / 13 |
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
63 of 73 records name a vendor (86%)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 99% 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.