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: 5 (27.8%)Generative AI
Contract and in-house: 10 (55.6%)Generative AI
Purchased from vendor: 3 (16.7%)
Contract and in-house: 1 (25.0%)Classical / predictive ML
Purchased from vendor: 3 (75.0%)
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 | Other | n | |
|---|---|---|---|---|---|---|
| Information Technology | 67% | 17% | 17% | 6 | ||
| Administrative Functions | 80% | 20% | 5 | |||
| Service Delivery | 60% | 20% | 20% | 5 | ||
| Energy and the Environment | 100% | 4 | ||||
| Government Benefits Processing | 50% | 50% | 2 | |||
| Law Enforcement | 50% | 50% | 2 | |||
| Other | 100% | 2 | ||||
| Cybersecurity | 100% | 1 |
High-impact designation by technology
Presumed high-impact, determined not: 1 (25.0%)Classical / predictive ML
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 | 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 |
| Classical / predictive ML | 0 | – | – | – | – | – |
| Natural language processing | 1 | 1 / 1 | 1 / 1 | 1 / 1 | 1 / 1 | 0 / 1 |
| Computer vision | 0 | – | – | – | – | – |
| Other | 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
27 of 27 records name a vendor (100%)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 93% 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.