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 reportedTechnology 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 | |
|---|---|---|---|---|---|---|
| Law Enforcement | 27% | 39% | 27% | 5% | 2% | 56 |
| Administrative Functions | 62% | 10% | 24% | 3% | 29 | |
| Information Technology | 53% | 27% | 13% | 7% | 15 | |
| Service Delivery | 100% | 2 | ||||
| Energy and the Environment | 100% | 1 | ||||
| Government Benefits Processing | 100% | 1 | ||||
| Human Resources | 100% | 1 | ||||
| Procurement and Financial Management | 100% | 1 | ||||
| Science | 100% | 1 |
High-impact designation by technology
High-impact: 8 (18.2%)Generative AI
Presumed high-impact, determined not: 6 (13.6%)Generative AI
Not high-impact: 30 (68.2%)
High-impact: 7 (22.6%)Classical / predictive ML
Presumed high-impact, determined not: 5 (16.1%)Classical / predictive ML
Not high-impact: 19 (61.3%)
Governance disclosure by technology
High-impact records: reported in place / scope| Technology | High-impact | Testing | Impact assess. | Indep. review | Monitoring | Training |
|---|---|---|---|---|---|---|
| Generative AI | 8 | 0 / 8 | 0 / 8 | 0 / 8 | 0 / 8 | 0 / 8 |
| Classical / predictive ML | 7 | 0 / 7 | 0 / 7 | 0 / 7 | 0 / 7 | 0 / 7 |
| Natural language processing | 7 | 0 / 7 | 0 / 7 | 0 / 7 | 0 / 7 | 0 / 7 |
| Computer vision | 3 | 0 / 3 | 0 / 3 | 0 / 3 | 0 / 3 | 0 / 3 |
| Agentic AI | 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
0 of 107 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.