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 | |
|---|---|---|---|---|---|---|
| Administrative Functions | 63% | 15% | 19% | 4% | 27 | |
| Law Enforcement | 30% | 17% | 22% | 30% | 23 | |
| Information Technology | 75% | 13% | 13% | 8 | ||
| Transportation | 13% | 13% | 63% | 13% | 8 | |
| Service Delivery | 29% | 14% | 57% | 7 | ||
| Cybersecurity | 100% | 3 | ||||
| Health and Medical | 33% | 67% | 3 | |||
| Procurement and Financial Management | 67% | 33% | 3 | |||
| Emergency Management | 100% | 2 | ||||
| Government Benefits Processing | 50% | 50% | 2 | |||
| Human Resources | 100% | 1 |
High-impact designation by technology
High-impact: 3 (7.9%)Generative AI
Presumed high-impact, determined not: 2 (5.3%)Generative AI
Not high-impact: 33 (86.8%)
High-impact: 1 (6.7%)Classical / predictive ML
Presumed high-impact, determined not: 3 (20.0%)Classical / predictive ML
Not high-impact: 11 (73.3%)
High-impact: 4 (21.1%)Natural language processing
Presumed high-impact, determined not: 3 (15.8%)Natural language processing
Not high-impact: 12 (63.2%)
Governance disclosure by technology
High-impact records: reported in place / scope| Technology | High-impact | Testing | Impact assess. | Indep. review | Monitoring | Training |
|---|---|---|---|---|---|---|
| Generative AI | 3 | 0 / 3 | 0 / 3 | 0 / 3 | 0 / 3 | 0 / 3 |
| Classical / predictive ML | 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 |
| Natural language processing | 4 | 0 / 4 | 0 / 4 | 0 / 4 | 0 / 4 | 0 / 4 |
| Computer vision | 4 | 0 / 4 | 0 / 4 | 0 / 4 | 0 / 4 | 0 / 4 |
| 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 87 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.