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 (12.5%)Generative AI
Contract and in-house: 3 (18.8%)Generative AI
Purchased from vendor: 4 (25.0%)Generative AI
Not reported: 7 (43.8%)
Developed in-house: 1 (5.3%)Classical / predictive ML
Contract and in-house: 1 (5.3%)Classical / predictive ML
Purchased from vendor: 9 (47.4%)Classical / predictive ML
Not reported: 8 (42.1%)
Contract and in-house: 1 (25.0%)Natural language processing
Not reported: 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 topicHigh-impact designation by technology
High-impact: 1 (6.3%)Generative AI
Presumed high-impact, determined not: 2 (12.5%)Generative AI
Not high-impact: 12 (75.0%)Generative AI
Not reported: 1 (6.3%)
High-impact: 3 (15.8%)Classical / predictive ML
Not high-impact: 14 (73.7%)Classical / predictive ML
Not reported: 2 (10.5%)
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 | 3 | 0 / 3 | 0 / 3 | 0 / 3 | 0 / 3 | 0 / 3 |
| Natural language processing | 2 | 0 / 2 | 0 / 2 | 0 / 2 | 0 / 2 | 0 / 2 |
| Agentic AI | 0 | – | – | – | – | – |
| Other | 0 | – | – | – | – | – |
| Not reported | 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
16 of 48 records name a vendor (33%)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 33% 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.