Prompt Control Plane

Example Use Cases

• 1

  Ensure prompt quality and reduce ambiguity before sending to LLMs.

• 2

  Optimize prompt cost and route tasks to appropriate models automatically.

• 3

  Human-in-the-loop approval and auditing of prompt decisions in CI/CD pipelines.

Description

Prompt Control Plane (PCP) is a deterministic, zero-LLM-call engine that analyzes, scores, and optimizes AI prompts by detecting ambiguity, assessing risk, routing models, estimating cost, and compiling prompts with human-in-the-loop approval. It helps improve prompt quality, reduce costs, and enforce governance before sending prompts to LLMs. The system supports multiple task types and provides a CLI and GitHub Action for integration into development workflows.