https://shams-rizvi.com I build AI that people can check. en https://shams-rizvi.com/writing/users-start-with-changes-not-questions https://shams-rizvi.com/writing/users-start-with-changes-not-questions Mon, 02 Mar 2026 00:00:00 GMT After watching 40+ analyst sessions, we found analysts start by detecting changes, not asking questions — so we rebuilt KnowYourCompany.ai from a Q&A model into a monitoring system. https://shams-rizvi.com/writing/we-taught-our-ai-to-say-i-dont-know https://shams-rizvi.com/writing/we-taught-our-ai-to-say-i-dont-know Sun, 22 Feb 2026 00:00:00 GMT We built uncertainty acknowledgment into KnowYourCompany.ai's AI, so it admits when the evidence is thin instead of generating a confident, possibly wrong answer.