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 (15.0%)Generative AI
Contract and in-house: 7 (35.0%)Generative AI
Purchased from vendor: 10 (50.0%)
Developed in-house: 11 (37.9%)Classical / predictive ML
Contract and in-house: 11 (37.9%)Classical / predictive ML
Purchased from vendor: 7 (24.1%)
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 | 14% | 52% | 3% | 31% | 29 |
| Administrative Functions | 43% | 24% | 19% | 14% | 21 |
| Service Delivery | 20% | 40% | 20% | 20% | 5 |
| Transportation | 20% | 20% | 60% | 5 | |
| Cybersecurity | 25% | 75% | 4 | ||
| Emergency Management | 100% | 2 | |||
| Human Resources | 50% | 50% | 2 | ||
| Information Technology | 100% | 2 | |||
| Government Benefits Processing | 100% | 1 | |||
| International Affairs | 100% | 1 |
High-impact designation by technology
Presumed high-impact, determined not: 3 (15.0%)Generative AI
Not high-impact: 17 (85.0%)
Presumed high-impact, determined not: 16 (55.2%)Classical / predictive ML
Not high-impact: 13 (44.8%)
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 | 0 | – | – | – | – | – |
| Natural language processing | 0 | – | – | – | – | – |
| Computer vision | 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
58 of 72 records name a vendor (81%)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 65% 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.