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 (14.3%)Generative AI
Contract and in-house: 8 (38.1%)Generative AI
Purchased from vendor: 10 (47.6%)
Developed in-house: 16 (39.0%)Classical / predictive ML
Contract and in-house: 16 (39.0%)Classical / predictive ML
Purchased from vendor: 9 (22.0%)
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 | n | |
|---|---|---|---|---|---|
| Law Enforcement | 7% | 40% | 7% | 47% | 60 |
| Administrative Functions | 38% | 25% | 21% | 17% | 24 |
| Transportation | 13% | 38% | 38% | 13% | 8 |
| Service Delivery | 20% | 40% | 20% | 20% | 5 |
| Cybersecurity | 25% | 75% | 4 | ||
| Human Resources | 67% | 33% | 3 | ||
| Emergency Management | 100% | 2 | |||
| Information Technology | 100% | 2 | |||
| Government Benefits Processing | 100% | 1 | |||
| International Affairs | 100% | 1 |
High-impact designation by technology
High-impact: 1 (4.8%)Generative AI
Presumed high-impact, determined not: 3 (14.3%)Generative AI
Not high-impact: 17 (81.0%)
High-impact: 12 (29.3%)Classical / predictive ML
Presumed high-impact, determined not: 16 (39.0%)Classical / predictive ML
Not high-impact: 13 (31.7%)
Governance disclosure by technology
High-impact records: reported in place / scope| Technology | High-impact | Testing | Impact assess. | Indep. review | Monitoring | Training |
|---|---|---|---|---|---|---|
| Generative AI | 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 |
| Classical / predictive ML | 12 | 11 / 12 | 10 / 12 | 10 / 12 | 11 / 12 | 10 / 12 |
| Natural language processing | 4 | 3 / 4 | 1 / 4 | 1 / 4 | 1 / 4 | 2 / 4 |
| Computer vision | 21 | 18 / 21 | 15 / 21 | 15 / 21 | 16 / 21 | 16 / 21 |
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
91 of 110 records name a vendor (83%)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 71% 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.