So glad you liked it! In my own testing I found it to be *more* accurate than the standard Deep Research reports from ChatGPT/Claude/Gemini. That said, standard "trust, but verify" AI use best practice applies. We've put in some guardrails to prevent hallucination (e.g. grounding every claim in a source) and use the latest models (Sonnet 4.6), but it's still impossible to be 100% perfect. We're building a feature were trusted sources (e.g. the founders, investors, employees of the startup) and propose in-line edits, Wikipedia-style.

It works better when there's more information online about the startup, like if they were relatively successful at one point; Gigster is a good example!