Munch: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about ai video creation, Munch ranks #9 of 15, a Visibility Score of 11 in AI Video Creation .
These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.
One category, one race, and Munch is losing it.
Where it wins. A 20.8% mention rate in AI Video Creation keeps Munch on the board and in the same conversation as Opus Clip and Descript, which is not nothing at rank 9 of 15.
Where it loses. Zero first picks means buyers hear the name but the models never open with it, and Munch is absent from every high-intent prompt theme that drives purchase decisions, including budget comparisons and the single best-tool question.
AI-generated analysis of the September 2026 measurements.
ChatGPT 
Claude 
Gemini Being named is not the same as being recommended. Each mention is graded endorsed (a strong pick), listed (a neutral option), or caveated (named with a reservation).
Share of each theme's answers that mention Munch. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Top tools in 2026 · Enterprise pick · If you could pick one · Budget & alternatives
Share of Munch's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.
Scores are measured from real AI answers, refreshed monthly. Methodology.
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