On "How to use AI tools for competitor analysis in 2026"

The premise that you need specialized AI tools layered on top of generalist models to do competitor analysis competently is mostly backwards—it's a feature pitch dressed as methodology. ChatGPT or Claude will tell you everything useful about a competitor's positioning, messaging gaps, and tactical moves if you know what to ask; the real bottleneck is asking the right questions, not having access to a branded workflow. Where a tool like this might actually help is automating data pulls and cross-referencing at scale, not replacing the thinking part. If you're spending cycles looking for the perfect AI stack before you've done the basic work of asking why you're analyzing competitors in the first place, you're optimizing in the wrong direction.