Monte Specialized Models Trained on Your Work
The post-training and continual learning layer for proprietary intelligence. Research-first, embedded with your team.
About
The case for specialization
Monte helps companies build specialized models that continuously learn from organizational knowledge.
Today's AI applications are general and static. While foundation models become increasingly capable, they fail to specialize to your work and don't learn from how you use them — so every interaction starts from zero. Meanwhile, as token costs climb, companies pay more each day for generic intelligence not built for them.
The future of software is specific and adaptive. The best systems will not just execute work — they will learn from it, measure themselves against real workflows, and improve from experience.
Monte's researchers work directly with your team to build evaluation, memory, and post-training systems around your real workflows. Our platform turns organizational knowledge into proprietary intelligence you own.
How it works
From your data
to your advantage
- 01
Capture
Extract signal from real work.
Traces, outcomes, policies, and expert judgment become the training signal that teaches your agent your work.
- 02
Measure
Define what good looks like.
Build evaluations around the workflows, constraints, edge cases, and standards your agent has to meet in production.
- 03
Train
Specialize the model.
Post-train with SFT, RL or distillation around your tools, your processes, and your definition of done.
- 04
Compound
Sharpen in production.
Build memory from real production traffic and route outcomes back into training, so your agent continues improving.
Platform
Train the best model for the job
Turn your proprietary data into a model tailored to your work with the Monte platform. Measure it against your workflows, and keep improving it as it serves production traffic.
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Full training visibility
Live metrics while your model trains, and traces recorded for every rollout and eval.
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Any model, any method
Any open-weight model, trained with SFT, RL or distillation.
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Serverless, or in your cloud
Managed compute and deployment, or your own VPC end to end.
Launch from your terminal
Run evaluations, launch training and compare checkpoints with our CLI. Or hand it to Claude Code, Codex, or Cursor, and let your coding agent run the loop for you.
Build your proprietary intelligence
Unlock your advantage. Monte transforms your organizational knowledge into models that are faster, cheaper, and better on your work.
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