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 (12.5%)Generative AI
Contract and in-house: 4 (50.0%)Generative AI
Purchased from vendor: 3 (37.5%)
Developed in-house: 9 (25.0%)Classical / predictive ML
Contract and in-house: 9 (25.0%)Classical / predictive ML
Purchased from vendor: 18 (50.0%)
Developed in-house: 11 (45.8%)Natural language processing
Contract and in-house: 5 (20.8%)Natural language processing
Purchased from vendor: 8 (33.3%)
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 | n | |
|---|---|---|---|---|---|---|
| Health and Medical | 1% | 24% | 11% | 64% | 99 | |
| Administrative Functions | 23% | 23% | 31% | 15% | 8% | 13 |
| Government Benefits Processing | 29% | 71% | 7 | |||
| Procurement and Financial Management | 50% | 50% | 4 | |||
| Human Resources | 33% | 33% | 33% | 3 | ||
| Law Enforcement | 67% | 33% | 3 | |||
| Other | 33% | 67% | 3 | |||
| Service Delivery | 100% | 3 | ||||
| Information Technology | 100% | 2 | ||||
| Cybersecurity | 100% | 1 |
High-impact designation by technology
High-impact: 7 (29.2%)Natural language processing
Not high-impact: 17 (70.8%)
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 | 28 | 0 / 28 | 0 / 28 | 0 / 28 | 0 / 28 | 0 / 28 |
| Natural language processing | 7 | 0 / 7 | 0 / 7 | 0 / 7 | 0 / 7 | 0 / 7 |
| Computer vision | 57 | 0 / 57 | 0 / 57 | 0 / 57 | 0 / 57 | 0 / 57 |
| 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
0 of 138 records name a vendor (0%)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 0% 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.