How long does it take for AI tools to pick up site updates and recommend your Software?
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I was testing how LLMs rank products in our space by asking vague buyer questions like "what's the best tool for X." We showed up on Gemini, but ChatGPT kept listing older competitors that haven't updated in years.
It made me realize how inconsistent these AI recommendations are compared to traditional Google SEO.
If you added comparison pages, structured data, or an llms.txt file recently, did you notice any real difference in how models cite you?
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the freshness problem feels especially important for software. My own research can change completely when a competitor ships a major update, but an AI recommendation may not reflect that immediately.