| Capability | Spreadsheets & Manual | ITONICS / Heavy Suites | GateFirst.ai |
|---|---|---|---|
| Central AI application registry | ✗ | ~ | ✓ |
| Financial spend visibility across AI | ~ | ✗ | ✓ |
| Risk classification per AI system | ✗ | ~ | ✓ |
| Outcome attribution (expected vs actual) | ✗ | ✗ | ✓ |
| Procurement-ready compliance docs | ~ | ~ | ✓ |
| Replicable across ULBs / departments | ✗ | ✗ | ✓ |
| Lightweight — live in 30 days | ~ | ✗ | ✓ |
