Midsomar helps companies turn production AI data into specialized language models they can own, deploy, and operate without incurring huge infrastructure expense.
Every LLM application generates valuable production data: prompts, outputs, corrections, workflows, and domain-specific patterns.
That data could be used to create smaller, specialized models.
But for most companies, turning production data into a model they can actually deploy and operate requires an ML team, GPU infrastructure, training pipelines, evaluation systems, and ongoing model operations. So they keep renting intelligence instead.
Midsomar helps you turn capital into intelligence more efficiently.
You could build this internally: hire ML engineers, collect and clean training data, build fine-tuning pipelines, manage GPUs, deploy inference infrastructure, run evaluations, version models, and maintain everything as your workloads evolve.
Or use Midsomar.
| Capability | Build internally | API-only | Midsomar |
|---|---|---|---|
| Use production data | ✓ | — | ✓ |
| Create specialized models | ✓ | — | ✓ |
| Own the model | ✓ | — | ✓ |
| Deploy models | ✓ | — | ✓ |
| Manage GPU infrastructure | You | Provider | Midsomar |
| Model evaluation | You | — | ✓ |
| Continuous improvement | You | — | ✓ |
| Multi-model management | You | Limited | ✓ |
| Months of ML infrastructure work | Yes | No | No |
The future enterprise will not run a single AI model. Different business functions will require different models.
Fine-tuned on your support history for faster, more accurate resolutions.
Models that understand your company's documentation, processes, and context.
Extract, classify, and transform documents with models trained on your data.
Generated from your pipeline patterns to qualify leads and draft outreach.
Models that know your codebase, patterns, and internal conventions.
Specialized models for the domain knowledge your business depends on.
The future enterprise will run and manage a fleet of specialised models. Midsomar will help companies build and manage that portfolio.
Your production AI data is already generating the foundation for specialized models. Midsomar provides the infrastructure to turn it into something you can own.