Ship reliable LLM workflows

Prompt versioning, evaluation harnesses, and production rollout tools for teams building with LLMs. Treat your prompts like code.

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3.2x
Faster iteration

Teams ship prompt improvements in hours instead of days with structured versioning.

94%
Eval coverage

Catch regressions before production with comprehensive test harnesses.

40%
Cost reduction

Optimize token usage through systematic measurement and comparison.

How it works

A structured workflow for prompt engineering at scale

1

Design

Write prompts in the registry with version tags, schemas, and metadata. Fork and branch like code.

2

Evaluate

Run your prompt against golden test sets. Define rubrics, track scores, compare versions side-by-side.

3

Deploy

Promote validated prompts to production with confidence. Rollback instantly if needed.

4

Monitor

Track live performance, costs, and latency. Get alerts when metrics degrade.

Built for teams

Everyone on your team gets what they need, without bottlenecks

Product Manager

Needs: Test prompt changes without engineer bottlenecks. See quality metrics in plain language.

Gets: Self-service prompt editor with eval results dashboard.

Engineer

Needs: Reproducible tests, version control, and CI integration for LLM workflows.

Gets: Git-like prompt versioning, SDK, and GitHub Actions templates.

Support Lead

Needs: Understand which prompt version customers are hitting and why responses vary.

Gets: Trace viewer linking live runs to prompt versions and model configs.

Growth Team

Needs: A/B test prompt variants and measure conversion impact.

Gets: Traffic splitting and statistical comparison of conversion metrics.

Token-backed sustainability

PromptOps uses a Solana token for protocol fees and treasury funding. This is not a meme or speculation play - it's transparent infrastructure funding. Protocol fees flow to an on-chain treasury that pays for development, audits, and infrastructure.

Learn about the token