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: 10 (29.4%)Classical / predictive ML
Contract and in-house: 6 (17.6%)Classical / predictive ML
Purchased from vendor: 15 (44.1%)Classical / predictive ML
Not reported: 3 (8.8%)
Contract and in-house: 2 (28.6%)Natural language processing
Purchased from vendor: 5 (71.4%)
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 | |
|---|---|---|---|---|---|---|
| Health and Medical | 1% | 28% | 2% | 68% | 82 | |
| Government Benefits Processing | 17% | 83% | 6 | |||
| Procurement and Financial Management | 100% | 6 | ||||
| Law Enforcement | 67% | 33% | 3 | |||
| Administrative Functions | 100% | 1 | ||||
| Cybersecurity | 100% | 1 | ||||
| Human Resources | 100% | 1 | ||||
| Information Technology | 100% | 1 |
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 | 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 |
| Classical / predictive ML | 34 | 0 / 34 | 0 / 34 | 0 / 34 | 0 / 34 | 0 / 34 |
| Natural language processing | 7 | 0 / 7 | 0 / 7 | 0 / 7 | 0 / 7 | 0 / 7 |
| Computer vision | 58 | 0 / 58 | 0 / 58 | 0 / 58 | 0 / 58 | 0 / 58 |
| Agentic AI | 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 |
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
5 of 101 records name a vendor (5%)No records match the current filters.
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 6% 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.