The product decision that accidentally became our best growth channel

building aisa.to — an AI that assesses peoples AI skills through conversation rather than quizzes.

early on we made a decision that felt risky at the time: show the candidate the exact same report that the employer sees. same scores, same evidence quotes, same persona classification. no hidden version.

most assessment tools hide results from candidates. makes sense commercially — the employer is paying, why give the candidate ammunition to argue?

but it changed everything. candidates started sharing their reports. some put their persona type in their linkedin bios. the assessment stopped feeling like a test they had to pass and started feeling like a mirror they wanted to look into.

the counterintuitive part: transparency made it harder to game, not easier. when you know your scores are visible and backed by quoted evidence from your actual conversation, you cant really bs through it.

we didnt plan this as a growth strategy. it was a values decision — we thought hiding results felt dishonest. but it turned into our strongest distribution channel because people voluntarily share something that makes them look thoughtful about their own development.

if youre building any kind of assessment or evaluation product, consider radical transparency as a feature. the short-term risk (people arguing with scores) is real but small. the long-term benefit (trust, word of mouth, organic sharing) is massive.

aisa.to