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: 2 (9.1%)Generative AI
Contract and in-house: 4 (18.2%)Generative AI
Purchased from vendor: 16 (72.7%)
Developed in-house: 5 (11.4%)Classical / predictive ML
Contract and in-house: 4 (9.1%)Classical / predictive ML
Purchased from vendor: 34 (77.3%)Classical / predictive ML
Not reported: 1 (2.3%)
Developed in-house: 1 (5.9%)Natural language processing
Contract and in-house: 2 (11.8%)Natural language processing
Purchased from vendor: 14 (82.4%)
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 | Agentic AI | n | |
|---|---|---|---|---|---|---|
| Law Enforcement | 13% | 37% | 21% | 28% | 1% | 68 |
| Service Delivery | 73% | 27% | 11 | |||
| Administrative Functions | 25% | 50% | 13% | 13% | 8 | |
| Health and Medical | 86% | 14% | 7 | |||
| Cybersecurity | 25% | 75% | 4 | |||
| Information Technology | 50% | 50% | 2 | |||
| Science | 100% | 2 | ||||
| Human Resources | 100% | 1 | ||||
| Other | 100% | 1 |
High-impact designation by technology
High-impact: 15 (88.2%)Natural language processing
Not high-impact: 2 (11.8%)
Governance disclosure by technology
High-impact records: reported in place / scope| Technology | High-impact | Testing | Impact assess. | Indep. review | Monitoring | Training |
|---|---|---|---|---|---|---|
| Generative AI | 10 | 0 / 10 | 0 / 10 | 0 / 10 | 0 / 10 | 0 / 10 |
| Classical / predictive ML | 35 | 2 / 35 | 0 / 35 | 0 / 35 | 2 / 35 | 1 / 35 |
| Natural language processing | 15 | 0 / 15 | 0 / 15 | 0 / 15 | 0 / 15 | 0 / 15 |
| Computer vision | 20 | 0 / 20 | 0 / 20 | 0 / 20 | 0 / 20 | 0 / 20 |
| Agentic AI | 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 | 0 / 1 |
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
79 of 104 records name a vendor (76%)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 92% 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.