PolicyCompile – Compile Policy Prompts into Deterministic Verdict Programs

Turn natural language policies into deterministic verdict code for compliance and automation

Problem

Many business rules or policies are described in natural language, but actual execution requires manual judgment or error-prone code. Existing tools cannot reliably convert policy prompts into testable, auditable verdict programs.

Solution

Build a compiler that takes policy text and example inputs, generates deterministic verdict functions (e.g., regex, rule engine configs, or code), and provides a testing and validation interface.

Users

Compliance officers, business rule engineers, developers needing to automate policies

MVP

Input natural language policy; upload example data pairs; generate initial verdict rules (e.g., Python functions or JSON rules); provide testing interface to validate rules; support export as code or API

Revenue

Charge per compilation or API call; or enterprise subscription with version control, team collaboration, and audit logs

Why now

LLMs lower the cost of natural language understanding, but deterministic execution still needs traditional programming; indie devs can combine LLM-generated seed rules with user fine-tuning to create a semi-automatic tool