You’ve made this mistake before.
Pattern Echo notices when a new decision rhymes with an old one that didn’t work out — and says so while you can still change course.
"This is the second hire where the deciding factor was a personal vouch rather than verified work. The last one didn’t work out."
Your AI forgets. Daudit remembers.
"I want to bring on this engineer full-time. A founder I trust vouched for them strongly."
Bringing on a trusted, well-vouched engineer can be a great move. Define the role clearly, agree a 90-day plan with measurable goals, set a fair comp and equity package, and structure a probation period so you both have an exit.
A strong personal referral is a real signal — sounds like a promising hire.
This is the second hire where the deciding factor was a personal vouch rather than verified work.
The last one — March 2026, decision #06 — was decided the same way, and didn’t work out. You flagged the same gap then.
The vouch isn’t the problem. Deciding on it twice without testing the work is.
A normal assistant meets every decision for the first time. Daudit has read all the ones before it.
The warning no single conversation can give you.
A blind spot you have once is bad luck. A blind spot you have repeatedly is a pattern — and no individual decision can show it to you, because each one feels new in the moment. Only a record audited against the same standard reveals it.
Pattern Echo reads across your decision history for structural repetition: the same kind of unverified number, the same over-trusted relationship, the same compression under deadline. When a new decision matches the shape of a past mistake, DAUDIT surfaces both — the decision in front of you and the one it echoes — before you commit.
The most expensive mistakes are rarely new. They’re the old one, wearing a different decision’s clothes.
This is the feature that turns a tool you use into a system that protects you. It lives in Pro and above, because it needs continuity to work.
It runs on the record you’re already building.
Pattern Echo reads the Decision Ledger and the Cognitive Genome — the more you audit, the sharper its warnings become.
Stop repeating the expensive mistakes.