Why ChatGPT and Perplexity Are Getting Your Microcap Ticker Wrong
When a retail investor or institutional analyst asks an AI search engine about your microcap stock, they aren't looking at your press release from this morning. They are ingesting a messy patchwork of historical SEC filings, unverified forum chatter, third-party data aggregators, and cached shell history. If your digital foundation isn't optimized for Large Language Models, AI engines will hallucinate stale facts, miss your current revenue scale, or blend your ticker with an entirely different company.
- 01 The RAG Problem
- 02 The Aggregator Vacuum
- 03 The Cost of Silence
- 04 The Fix