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: 1 (7.7%)Generative AI
Contract and in-house: 3 (23.1%)Generative AI
Purchased from vendor: 9 (69.2%)
Developed in-house: 2 (28.6%)Classical / predictive ML
Contract and in-house: 3 (42.9%)Classical / predictive ML
Purchased from vendor: 2 (28.6%)
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 | 25% | 75% | 12 | ||
| Administrative Functions | 83% | 17% | 6 | ||
| Service Delivery | 60% | 40% | 5 | ||
| Transportation | 67% | 33% | 3 | ||
| Energy and the Environment | 50% | 50% | 2 | ||
| Government Benefits Processing | 100% | 2 | |||
| Information Technology | 50% | 50% | 2 | ||
| Cybersecurity | 100% | 1 | |||
| Other | 100% | 1 |
High-impact designation by technology
High-impact: 1 (25.0%)Natural language processing
Not high-impact: 3 (75.0%)
Governance disclosure by technology
High-impact records: reported in place / scope| Technology | High-impact | Testing | Impact assess. | Indep. review | Monitoring | Training |
|---|---|---|---|---|---|---|
| Generative AI | 2 | 2 / 2 | 2 / 2 | 2 / 2 | 1 / 2 | 2 / 2 |
| Classical / predictive ML | 5 | 5 / 5 | 5 / 5 | 5 / 5 | 5 / 5 | 5 / 5 |
| Natural language processing | 1 | 1 / 1 | 1 / 1 | 1 / 1 | 1 / 1 | 1 / 1 |
| Computer vision | 10 | 10 / 10 | 10 / 10 | 10 / 10 | 10 / 10 | 10 / 10 |
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
32 of 34 records name a vendor (94%)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 91% 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.