These are real audits of well-known software brands, run in October 2026 across ChatGPT, Claude, Gemini, Perplexity and Google AI Overviews. We prepared them independently, without the companies' involvement. Brand and competitor names are withheld; everything else (counts, quotes, cited sources, fix list) is from the actual run.
A well-known project management tool vs two main rivals. Category share of voice, small-business and startup questions, and which pages the engines cite.
A well-known help desk tool that is mentioned almost everywhere but recommended less often than its rivals, and why.
A well-known email marketing tool that wins most recommendations but loses specific buyer questions to competitors' own content.
AI answers vary from run to run; each question was asked several times and results are reported as rates. Samples are illustrative and are not endorsements by, or affiliated with, any company mentioned.
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