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 (36.4%)Generative AI
Contract and in-house: 2 (18.2%)Generative AI
Purchased from vendor: 5 (45.5%)
Developed in-house: 13 (48.1%)Classical / predictive ML
Contract and in-house: 8 (29.6%)Classical / predictive ML
Purchased from vendor: 6 (22.2%)
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 | 32% | 7% | 61% | 28 | |
| Administrative Functions | 44% | 33% | 11% | 11% | 9 |
| Information Technology | 38% | 38% | 25% | 8 | |
| Government Benefits Processing | 14% | 86% | 7 | ||
| Other | 33% | 67% | 3 | ||
| Transportation | 67% | 33% | 3 | ||
| Energy and the Environment | 50% | 50% | 2 | ||
| Procurement and Financial Management | 100% | 2 | |||
| Service Delivery | 50% | 50% | 2 | ||
| Cybersecurity | 100% | 1 | |||
| Health and Medical | 100% | 1 |
High-impact designation by technology
High-impact: 4 (44.4%)Natural language processing
Not high-impact: 5 (55.6%)
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 | 19 | 19 / 19 | 16 / 19 | 16 / 19 | 19 / 19 | 18 / 19 |
| Natural language processing | 4 | 4 / 4 | 2 / 4 | 2 / 4 | 2 / 4 | 2 / 4 |
| Computer vision | 19 | 19 / 19 | 15 / 19 | 15 / 19 | 17 / 19 | 17 / 19 |
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
48 of 66 records name a vendor (73%)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 94% 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.