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 | Reinforcement learning | n | |
|---|---|---|---|---|---|---|---|
| Health and Medical | 20% | 24% | 31% | 15% | 10% | 59 | |
| Government Benefits Processing | 33% | 17% | 6% | 44% | 18 | ||
| Information Technology | 47% | 20% | 20% | 7% | 7% | 15 | |
| Service Delivery | 33% | 33% | 11% | 11% | 11% | 9 | |
| Administrative Functions | 25% | 25% | 38% | 13% | 8 | ||
| Other | 29% | 43% | 29% | 7 | |||
| Procurement and Financial Management | 57% | 43% | 7 | ||||
| Cybersecurity | 17% | 50% | 33% | 6 | |||
| Human Resources | 33% | 67% | 3 | ||||
| Law Enforcement | 50% | 50% | 2 | ||||
| Science | 50% | 50% | 2 |
High-impact designation by technology
High-impact: 21 (61.8%)Classical / predictive ML
Not high-impact: 13 (38.2%)
High-impact: 16 (59.3%)Natural language processing
Not high-impact: 11 (40.7%)
Governance disclosure by technology
High-impact records: reported in place / scope| Technology | High-impact | Testing | Impact assess. | Indep. review | Monitoring | Training |
|---|---|---|---|---|---|---|
| Generative AI | 9 | 0 / 9 | 0 / 9 | 0 / 9 | 0 / 9 | 0 / 9 |
| Classical / predictive ML | 21 | 0 / 21 | 0 / 21 | 0 / 21 | 0 / 21 | 0 / 21 |
| Natural language processing | 16 | 0 / 16 | 0 / 16 | 0 / 16 | 0 / 16 | 0 / 16 |
| Computer vision | 10 | 0 / 10 | 0 / 10 | 0 / 10 | 0 / 10 | 0 / 10 |
| Agentic AI | 17 | 0 / 17 | 0 / 17 | 0 / 17 | 0 / 17 | 0 / 17 |
| Reinforcement learning | 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 136 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.