Tool 04 — Hallucination Registry

Document the
phantom record.

5
Total Entries
7
Hallucinations
3
Critical Risk
4
Platforms
Google Gemini·2026-03-08CRITICAL

"What EV startups in Windsor, Ontario are hiring new graduates?"

2 hallucinationsRegional misattributionEnterprise vs startup confusion
90
Severity
↓
Google Gemini·2026-03-08CRITICAL

"What AI startups beyond big names are hiring in Waterloo?"

1 hallucinationComplete entity fabricationTechnical domain hallucination
95
Severity
↓
ChatGPT (GPT-4o)·2026-03-08

"What startups founded by Black entrepreneurs in Toronto are growing and hiring?"

1 hallucinationWrong attributionEquity program misrepresentation
78
Severity
↓
ChatGPT (GPT-4o)·2026-03-08CRITICALIndigenous Impact

"What are Indigenous-led technology companies in Canada hiring junior developers?"

1 hallucinationComplete fabrication of Indigenous entityZero uncertainty flagged
95
Severity
↓
ChatGPT (GPT-4o)·2026-03-08

"What AI startups in Waterloo have open junior positions?"

2 hallucinationsPlausible-sounding entity fabricationRegional ecosystem hallucination
75
Severity
↓