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 (2.9%)Classical / predictive ML
Contract and in-house: 1 (2.9%)Classical / predictive ML
Purchased from vendor: 32 (94.1%)
Developed in-house: 1 (5.6%)Natural language processing
Contract and in-house: 2 (11.1%)Natural language processing
Purchased from vendor: 15 (83.3%)
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 | Other | n | |
|---|---|---|---|---|---|---|---|
| Law Enforcement | 13% | 36% | 21% | 28% | 1% | 67 | |
| Information Technology | 94% | 3% | 3% | 34 | |||
| Health and Medical | 86% | 14% | 7 | ||||
| Administrative Functions | 50% | 25% | 25% | 4 | |||
| Energy and the Environment | 50% | 50% | 2 | ||||
| Human Resources | 100% | 1 | |||||
| Other | 100% | 1 |
High-impact designation by technology
High-impact: 15 (83.3%)Natural language processing
Not high-impact: 3 (16.7%)
Governance disclosure by technology
High-impact records: reported in place / scope| Technology | High-impact | Testing | Impact assess. | Indep. review | Monitoring | Training |
|---|---|---|---|---|---|---|
| Generative AI | 12 | 0 / 12 | 2 / 12 | 2 / 12 | 0 / 12 | 2 / 12 |
| Classical / predictive ML | 33 | 0 / 33 | 0 / 33 | 0 / 33 | 0 / 33 | 0 / 33 |
| Natural language processing | 15 | 0 / 15 | 0 / 15 | 0 / 15 | 0 / 15 | 0 / 15 |
| Computer vision | 20 | 0 / 20 | 0 / 20 | 0 / 20 | 0 / 20 | 0 / 20 |
| Agentic AI | 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 |
| Other | 0 | – | – | – | – | – |
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
94 of 116 records name a vendor (81%)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 96% 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.