jevreduce use cases: typed decisions over records at scale

Use cases

Churn, deals, forecasting, hiring, triage, evals. Each page shows the flow, the questions, how every stage is built, one record’s trace and what comes out.

Customer analytics

Thousands of tickets, calls and notes, reduced to the handful of decisions a revenue team acts on.

Reasons for customer churn Who is about to cancel, and why. Pylon · Attio
Which deals are most likely to close Which deals close this quarter, and what could stop them. Fireflies · Attio

Forecasting and research

Propositions scored against the evidence you supply, tracked against what actually happened.

Event forecasting against an evidence bundle Will it happen? One probability per market, from the evidence you collected. Files

Hiring and talent

Transcripts and resumes scored against your rubric, with the quote behind every score.

Interview transcripts scored against a rubric Every interview scored against one rubric, with the quote behind each score. Fireflies · Files

Operations and compliance

Triage, routing and policy checks as typed decisions your code can act on.

Ticket triage and routing Category, priority, route. Every ticket, every day, with an incident match. Pylon · Files

Data labeling and evals

Labels with distributions, judges you can replay, models compared on the same receipts.

Grading model outputs, and comparing models by replay Grade model outputs. Swap the judge. See where the judges disagree. Files

Try it on your own records.

Open app All use cases