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ChatGPT, Perplexity, and Google AI Overviews get company names, founding years, products, and prices wrong. The answers have no edit button, so the repair runs through the evidence layer: your own schema, Wikidata, and third-party pages. Five steps, with a verification method for each.
A diagnostic breakdown of why ChatGPT, Perplexity, and Google AI Overviews cite competitors while your brand goes unmentioned: covering crawler access, machine readability, entity recognition, third-party mentions, and content structure, with a step-by-step fix for each.