AI RECOMMENDATION GAP DIAGNOSIS

Diagnose why AI is not recommending your brand.

We identify weak recommendation signals, missing evidence, and source gaps, then turn the diagnosis into clear repair priorities.

What we diagnose

Seven connected views of your recommendation gap.

Recommendation scenario diagnosis

We determine the AI recommendation scenarios in which your brand should most naturally appear.

Recommendation status diagnosis

Based on the size of your product or service portfolio, we test a matching set of core AI recommendation questions and determine whether your brand is absent, mentioned, compared, or recommended.

Recommendation reason diagnosis

We systematically analyze whether AI currently lacks sufficient reasons to recommend your brand.

Website and content asset diagnosis

We check whether your official website has the content assets needed to support AI recommendations.

Technical GEO diagnosis

We check whether important content can be smoothly discovered, read, and understood by search systems and AI-search-related systems.

External source diagnosis

We check whether brand information across public sources is consistent, credible, and complete.

Competitor analysis and source breakdown

We analyze why competitors are recommended and break down the public sources supporting those recommendations.

Diagnose the gap

Find out why AI overlooks your brand.

Identify the causes, priorities, and clearest repair path.

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