Monte is the platform for building proprietary intelligence. Our team works directly with you to post‑train models that outperform the frontier on your work.
Backed by
Platform
From Your Data to Your
Model in Production
Everything you need to build your own models. With our platform, we turn your data into environments and graders, post-train open-weight models, and deploy the best one in your cloud or ours.
Models
Specialize the Leading Open‑Weight Models
We select the best open-weight model for your work, from 0.6B to 1.6T parameters, and post‑train it on your tasks. You maintain ownership of your data and weights.
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Qwen
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DeepSeek
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GLM
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Kimi
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Nemotron
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gpt-oss
How it works
We Train a Model That Knows Your Work
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Any Model, Any Size
Open-weight models from 0.6B to 1.6T. Select the best model for the job.
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Flexible Training Methods
Run SFT, DPO, GRPO, distillation, or a custom config for your use case.
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Bring Your Own Harness
Train inside your agent's real harness, with the same tools and prompts it uses in production.
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Sensitive Data Stays Safe
Redact PII before training, or generate synthetic data in place of the real records.
We Ship Your Best Checkpoint to Production
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Proven on Your Evals
Score every checkpoint on your own evals, so you ship a model you know is better.
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Deploy Seamlessly
Serve your training checkpoints straight to production on an OpenAI-compatible endpoint.
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Your Cloud or Ours
Run on Monte Cloud, or in your own VPC so your data and weights stay in your account.
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Scales with Your Traffic
Sized to your model and your traffic, and scales down to zero when idle.
Your Model Improves Through Real Usage
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Collect Production Traces
Capture live interactions for training, with your users' personal data kept private.
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Identify Feedback Signals
Find the signals in real usage and user feedback that show where the model falls short.
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Continuous Retraining
New production data feeds the next training run, so your model continues improving.
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Roll Out and Roll Back
Ship each new version to a share of traffic first, and roll back without a redeploy.
Writing
Research and Announcements
Writing from the Monte team. Research, learning, and announcements from post‑training models for real work.
All writingGet started
Own the Model Behind Your Work
We believe every company will run on proprietary models, trained on its own specific tasks and knowledge. Monte works with your team to build your own model and improve it over time.
Get in touch