Your model.
Trained on your data. Fine-tuned to your domain, your decisions, and your definition of good work.
Meet your model
Build your own specialized model, trained on your knowledge and designed for high accuracy in the work that matters to you.
Your data. Your model. Engineered by Marc1.
01 / How it works
The right model is only the beginning. We build the system around it, so your AI can carry the work from the first input to a verified result.
Trained on your data. Fine-tuned to your domain, your decisions, and your definition of good work.
Meet your modelA smart system around the model. The knowledge, tools, and checks it needs to act reliably.
Explore the harnessThe complete system, evaluated against real tasks and clear standards. Ready for the work that matters.
See the whole system02 / Perspectives
Industry perspectives on models built for each business.
03 / The model
Your work has its own language, context, and standards. Your model should, too.
Domain records, expert demonstrations, and the difficult cases that make your work different.
Fine-tuning for the decisions, tool use, and output formats your workflows demand.
Evaluation on held-out tasks, with release criteria agreed before deployment.
04 / The smart harness
A model needs more than a prompt. The harness connects everything it needs to move through your workflow, with control at every step.
Retrieval connects each task to your documents, records, and domain knowledge.
Your APIs and business systems, with clear permissions for every action.
Task state keeps track of decisions, tool results, and what needs to happen next.
Validation, execution traces, and human review when the task calls for it.
Tasks completed correctly
Lower cost per completed task
Hours returned to your team
Accuracy. Efficiency. Time back.