Overmind

Train specialized models from your agent's production traces

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About

Overmind is the training platform for specialized agents. It turns your agents' production data into specialized open-weight models you own. Prepare data, train, evaluate, and deploy from one platform — without needing your own ML infrastructure.

The workflow starts by connecting your repository and production traces via Python SDK or OpenTelemetry. The Data Workshop turns traces into training data and checks it against your agent's contract. You then fine-tune an open-weight model and compare it with your current model on the same eval set.

The free plan includes $50 in one-time credits with every feature. Pro at $120/month adds monthly credits and unlimited seats. You can download trained weights and run them on your own infrastructure.

AI-assisted draft, human-reviewed before publishing — see how we choose & review tools.

Why we picked it

The idea of turning production data into custom models is powerful — especially for teams wanting to improve agent performance without depending on expensive frontier models. Open-source and portable.