Reference cases10Synthetic vendors with expert-reviewed readings, two per industry
Hazard classes7The seven questions every assessment answers, in the same order
Dimensions29Technical exposures a class can be carried by
Cases rated HIGH4Last run completed · 2026-10-30 21:33 UTC
Reference cases
Expert readings; run one to watch the pipeline assess it live
| Case | Organization | Headline dimension | Score | Rating | Actions |
|---|---|---|---|---|---|
| S01 | Harborline BankCoastline CX Assist (contact-centre copilot) | 3.1 Embeddings | 5.6 | MEDIUM | |
| S02 | Kestrel SecuritiesSurveilIQ (trading-surveillance alert triage) | 1.3 Model update / versioning control | 7.1 | HIGH | |
| S03 | Cedar Valley HealthScribeWell (ambient clinical documentation) | 5.1 Human review processes | 4.7 | MEDIUM | |
| S04 | Lakeshore Academic Medical CenterAtlas Cloud AI platform (hosted fine-tuning) | 2.3 Fine-tuning / training data | 3.4 | LOW | |
| S05 | Altimar Aerospace SystemsVantage Engineering Assistant (Vantage Model Co.) | 1.2 Model weight custody / control | 5.0 | MEDIUM | |
| S06 | Skyward Airlines MROAeroMind Maintenance Agent | 4.3 Tool/plugin execution environment | 8.1 | HIGH | |
| S07 | Brightwater Consumer BrandsOrbit CRM (Orbit Insights AI feature) | 7.2 Third-party model providers embedded in a procured product (silent AI feature addition) | 7.1 | HIGH | |
| S08 | Northwind Consumer GoodsNimbus Agents (enterprise AI agent platform) | 2.4 Tool-call parameters and results (agentic-specific) | 6.6 | MEDIUM | |
| S09 | Halden & Marsh LLPGateKeep AI Gateway | 6.1 Centralized control plane / admin console | 7.4 | HIGH | |
| S10 | Meridian Logistics GroupRouteHelp (internally built assistant from open-source components) | 7.4 Open source components in the pipeline | 6.1 | MEDIUM |
Rating matrix
Expert ratings by case and class; ◆ marks the headline
New assessment
Describe your own vendor or AI feature and answer 22 questions
Hazard classes
Each class is a plain question an auditor can ask a vendor; behind each sit its dimensions
- 1Whose AI brain is this, really?4 dimensions
- 2What are we feeding it?4 dimensions
- 3What does it create from our data: and where does THAT go?6 dimensions
- 4Who's deciding what the AI sees and does?4 dimensions
- 5Which humans are actually looking at our stuff?3 dimensions
- 6Who's holding the steering wheel?4 dimensions
- 7How many companies are really in this chain: and did we agree to it?4 dimensions