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: 2 (8.3%)Generative AI
Contract and in-house: 4 (16.7%)Generative AI
Purchased from vendor: 5 (20.8%)Generative AI
Not reported: 13 (54.2%)
Contract and in-house: 6 (42.9%)Classical / predictive ML
Purchased from vendor: 1 (7.1%)Classical / predictive ML
Not reported: 7 (50.0%)
Contract and in-house: 1 (50.0%)Natural language processing
Purchased from vendor: 1 (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 | Computer vision | Agentic AI | Reinforcement learning | Not reported | n | |
|---|---|---|---|---|---|---|---|---|
| Other | 56% | 28% | 3% | 9% | 3% | 32 | ||
| Service Delivery | 29% | 57% | 14% | 7 | ||||
| Information Technology | 33% | 67% | 3 | |||||
| Administrative Functions | 100% | 2 | ||||||
| Cybersecurity | 50% | 50% | 2 | |||||
| Human Resources | 100% | 1 | ||||||
| Law Enforcement | 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 | 0 | – | – | – | – | – |
| Classical / predictive ML | 0 | – | – | – | – | – |
| Natural language processing | 0 | – | – | – | – | – |
| Computer vision | 0 | – | – | – | – | – |
| Agentic AI | 0 | – | – | – | – | – |
| Reinforcement learning | 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
19 of 60 records name a vendor (32%)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 23% 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.