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1 min readfrom threelayerapproach.com

The Entity Accuracy Engine (EAE): Why we built it

The Entity Accuracy Engine (EAE): Why we built it

I built the Entity Accuracy Engine because I was tired of watching AI models confidently get basic facts wrong about real organizations — wrong founding years, outdated leadership, imaginary prices — and seeing those hallucinations cost NGOs donors, universities students, and companies deals before anyone ever visited their actual website. EAE monitors what GPT, Claude, Gemini and Perplexity are saying about your organization right now, flags the errors, and pushes corrections through the channels these models actually trust. You can run a free check on your own domain to see exactly where the

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