Here is one I actually shipped. What happened, what I did, and the stack if you want to run it yourself.
Ask most teams for their ICP and you get a filter: 50 to 500 employees, B2B SaaS, uses a CRM. That is a targeting list, and it is why the pipeline is full of accounts that look right and never buy.
A real ICP answers a different question: who is the person, what does their day look like, what environment are they selling in, and what problem in their actual life do you remove. You cannot guess that in a positioning workshop. You have to derive it from the people who already bought.
- GMost teams call a firmographic filter an ICP, which is why the pipeline fills with accounts that look right and never buy.
- IInterviews with real buyers, G2 and Gong for their words, twelve months of closed-won in Salesforce, product usage in Amplitude.
- AThe operator talks to real buyers and writes the personas; AI mines the language, backtests the wins, and reconciles the profile.
- NThe person and the problem in the ICP became the exact discovery questions reps asked, so every call started informed.
- TSignups that fit the ICP converted to paid about three times as often, and off-ICP accounts churned 2.6 times more.