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Wolfvisibility

Five engines. The ones that matter.

Wolf is deliberately focused on ChatGPT, Perplexity, Gemini, Google AI Mode, and Microsoft Copilot - with one coherent workflow and no distracting add-ons.

One check is one prompt executed on one engine for one regional/language target. Availability may vary by region as engine providers change their own coverage.

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Why compare engines

There is no single AI result.

Each engine has its own models, retrieval systems, product experience, and source behavior. A brand may appear prominently in one answer and be absent from another, even when the user intent is similar. Wolf keeps each observation attached to its engine, prompt, regional target, timestamp, raw answer, and available citations.

Comparing engines helps distinguish a broad brand-information problem from an engine-specific gap. If competitors appear everywhere, the category evidence may be stronger for them. If the difference is isolated to one surface, the cited sources and answer wording can provide a narrower place to investigate.

Wolf reports sampled responses rather than claiming a fixed universal rank. Results can change as models, indexes, sources, location signals, and product interfaces change. Stable prompts and repeated, well-scoped runs are more useful than chasing a single favorable response.

Keep prompts consistent

Use the same buyer wording across engines when the goal is a meaningful comparison.

Separate citations from mentions

A brand can be named without its website being cited; Wolf records those observations separately.

Review the raw answer

A percentage cannot show whether the description was accurate, favorable, or relevant to the buyer's need.