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: 7 (16.7%)Generative AI
Contract and in-house: 20 (47.6%)Generative AI
Purchased from vendor: 12 (28.6%)Generative AI
Not reported: 3 (7.1%)
Developed in-house: 2 (50.0%)Classical / predictive ML
Contract and in-house: 2 (50.0%)
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 | Agentic AI | Not reported | n | |
|---|---|---|---|---|---|---|
| Administrative Functions | 78% | 22% | 18 | |||
| Information Technology | 71% | 18% | 6% | 6% | 17 | |
| Service Delivery | 33% | 67% | 6 | |||
| Human Resources | 80% | 20% | 5 | |||
| Other | 100% | 5 | ||||
| Science | 33% | 33% | 33% | 3 | ||
| Cybersecurity | 50% | 50% | 2 | |||
| Health and Medical | 50% | 50% | 2 | |||
| Law Enforcement | 100% | 2 | ||||
| Transportation | 50% | 50% | 2 | |||
| Energy and the Environment | 100% | 1 | ||||
| Procurement and Financial Management | 100% | 1 |
High-impact designation by technology
High-impact: 2 (12.5%)Natural language processing
Not high-impact: 14 (87.5%)
Governance disclosure by technology
High-impact records: reported in place / scope| Technology | High-impact | Testing | Impact assess. | Indep. review | Monitoring | Training |
|---|---|---|---|---|---|---|
| Generative AI | 0 | – | – | – | – | – |
| Classical / predictive ML | 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 |
| Natural language processing | 2 | 0 / 2 | 0 / 2 | 0 / 2 | 0 / 2 | 0 / 2 |
| Agentic AI | 0 | – | – | – | – | – |
| Not reported | 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
35 of 65 records name a vendor (54%)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 71% 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.