Author name: Erik Wurster

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Firefly Research: The First 500 AI Recommendations

Over six weeks, Firefly Web Labs analyzed 500 local-business recommendations across ChatGPT, Claude, Gemini, Perplexity, and Google AI. The study reveals why some businesses earn consistent AI recommendations while others remain invisible—even when they rank prominently in Google.

Blog

The Illuminate Research Initiative

Firefly Web Labs introduces the Illuminate Research Initiative, an ongoing editorial research program studying AI confidence, website clarity, and how AI systems interpret, understand, and recommend business websites.

A conceptual diagram showing the four-layer signal chain AI systems use to evaluate businesses before recommending them: recognition, corroboration, trust, and expertise
AI Visibility & Strategy, Blog, Insights

How Does AI Decide Which Businesses To Recommend?

AI recommendation is not random and not a popularity contest. It follows a four-layer signal framework — recognition, corroboration, trust, and expertise — that most businesses have never deliberately built for. This article explains each layer, why they operate in sequence, and how to diagnose which layer is preventing your business from appearing in AI-generated recommendations.

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