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: 3 (60.0%)Generative AI
Contract and in-house: 1 (20.0%)Generative AI
Not reported: 1 (20.0%)
Developed in-house: 4 (33.3%)Classical / predictive ML
Contract and in-house: 3 (25.0%)Classical / predictive ML
Not reported: 5 (41.7%)
Developed in-house: 1 (25.0%)Natural language processing
Not reported: 3 (75.0%)
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 | Not reported | n | |
|---|---|---|---|---|---|---|
| Law Enforcement | 71% | 29% | 7 | |||
| Administrative Functions | 60% | 20% | 20% | 5 | ||
| Service Delivery | 50% | 25% | 25% | 4 | ||
| Information Technology | 100% | 2 | ||||
| Science | 100% | 2 | ||||
| Cybersecurity | 100% | 1 | ||||
| Energy and the Environment | 100% | 1 | ||||
| Human Resources | 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 | 2 | 1 / 2 | 0 / 2 | 0 / 2 | 1 / 2 | 1 / 2 |
| Natural language processing | 0 | – | – | – | – | – |
| Computer vision | 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
7 of 29 records name a vendor (24%)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 31% 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.