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OpenPipe

Reinforcement learning platform that turns agent traces into smaller, cheaper, faster fine-tuned models.

Starting atPay-as-you-go
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In Plain English

Reinforcement learning platform that turns agent traces into smaller, cheaper, faster fine-tuned models.

OverviewFeaturesPricingUse CasesFAQ

Overview

OpenPipe is a fine-tuning and reinforcement-learning platform purpose-built for agent workloads. You keep a frontier model in production, route through OpenPipe's drop-in proxy, capture traces, then fine-tune smaller open-weight models on the resulting dataset. Reinforcement learning via GRPO and PPO supports real multi-step environments, including browsers, code execution and custom evaluators.

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Key Features

Feature information is available on the official website.

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Pricing Plans

Free / Self-serve

Pay-as-you-go

    Enterprise

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      Best Use Cases

      🎯

      Cost-reducing high-volume customer support, coding or ecommerce agents

      ⚡

      Training tool-using agents with RL against real environment rewards

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      Productising bespoke models from logged production traffic

      🚀

      Improving coding agents using test-suite pass/fail as the reward signal

      Pros & Cons

      ✓ Pros

      • ✓Cuts inference cost dramatically on stable, high-volume agent workflows without rewriting application code
      • ✓RL support is genuine and works on real tool-using environments, not just classification tasks
      • ✓Drop-in proxy means you can start collecting training data with one config change
      • ✓Managed inference removes the operational burden of running vLLM or TGI yourself

      ✗ Cons

      • ✗Economics only pencil out above meaningful production traffic; low-volume use cases won't recover training cost
      • ✗Trusting an external proxy with prompts and outputs is a non-starter for some regulated workloads
      • ✗Fine-tuned models trail frontier models when the task drifts or expands beyond captured traces

      Frequently Asked Questions

      How much does OpenPipe cost?+

      OpenPipe pricing starts at Pay-as-you-go. They offer 2 pricing tiers.
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      Quick Info

      Category

      AI Infrastructure

      Website

      openpipe.ai
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