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 (16.7%)Generative AI
Contract and in-house: 2 (33.3%)Generative AI
Purchased from vendor: 3 (50.0%)
Developed in-house: 10 (41.7%)Classical / predictive ML
Contract and in-house: 7 (29.2%)Classical / predictive ML
Purchased from vendor: 7 (29.2%)
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 | 39% | 61% | 18 | ||
| Information Technology | 29% | 43% | 29% | 7 | |
| Administrative Functions | 17% | 50% | 17% | 17% | 6 |
| Government Benefits Processing | 17% | 83% | 6 | ||
| Energy and the Environment | 50% | 50% | 4 | ||
| Transportation | 67% | 33% | 3 | ||
| Other | 50% | 50% | 2 | ||
| Cybersecurity | 100% | 1 | |||
| Health and Medical | 100% | 1 | |||
| Procurement and Financial Management | 100% | 1 | |||
| Service Delivery | 100% | 1 |
High-impact designation by technology
High-impact: 1 (16.7%)Natural language processing
Not high-impact: 5 (83.3%)
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 | 16 | 16 / 16 | 14 / 16 | 14 / 16 | 16 / 16 | 15 / 16 |
| Natural language processing | 1 | 1 / 1 | 1 / 1 | 1 / 1 | 1 / 1 | 1 / 1 |
| Computer vision | 14 | 13 / 14 | 11 / 14 | 11 / 14 | 13 / 14 | 13 / 14 |
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
37 of 50 records name a vendor (74%)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.