Teach your standard
of a good answer.
Train on approved examples of your formats, reasoning patterns, tool choices and decisions. Your experts define the behavior to learn.
SPECIALIST MODELS
Intelligence for
your kind of work.
Train a model around the decisions, data formats and quality standards that matter to your company. Start with one workflow worth improving.
THE SHAPE OF YOUR ADVANTAGETrained around your domain.
02 / SPECIALIST MODELSBuilt for the work that matters.
Make your expertise
repeatable.
Start with a valuable workflow.
Train for the decisions inside it.
RISK SPECIALISTILLUSTRATIVE DEMO
THE TASK
Review this transaction against our risk policy. Explain the signals and recommend a next step.
finetuned output✓
Recommendation: escalate for review.
New device, unusual transfer pattern, and a mismatch with verified account history.
WHAT WE WOULD MEASURE
Detection F1False-positive rateRecall by cohortp95 latency
Train on expert-reviewed decisions and verified outcomes. Evaluate precision, recall and escalation quality.
Explore your use caseTHE TRAINING APPROACHChoose the method that fits the evidence.
Your workflow shapes
the training.
We select the model and approach against your task, data rights, deployment needs and evaluation results.
Teach your standard
Put specialist capability
in a smaller model.
Use verified expert trajectories and approved teacher-model outputs to build a compact task specialist. Validate what it learns on held-out work.
Optimize for a result
you can score.
Where a reliable reward is available, use preference or reinforcement learning to improve task behavior. Human review and separate evaluations remain part of the process.
DOMAIN-READY PREPARATIONTurn source records into training material.
Bring the knowledge.
We’ll structure the learning.
Data mappings, fixed schemas and expert review make the pipeline repeatable. Synthetic fixtures support preparation and testing; real-world evaluation remains essential.
| Workflow | Potential approved inputs | Useful pilot measures |
|---|---|---|
| Risk & finance | Verified outcomes, reviewed decisions, transaction telemetry, synthetic KYC-style fixtures | Detection F1, false positives, recall by cohort, p95 latency |
| Legal & documents | Permitted documents, reviewed extractions, evidence rules, target schemas | Citation precision, extraction correctness, schema validity, cost per accepted cell |
| Trading & execution | Market-depth and execution logs, market snapshots, approved order telemetry | Slippage prediction error, calibration, p95 latency, drift by market condition |
| Operations & support | SOPs, approved tool traces, resolved tickets, expert corrections | Workflow completion, policy adherence, escalation quality, cost per resolution |
ONE WORKFLOW IS A GOOD START.Find your
Find your
specialist model.
Tell us the task, the data and the result you need.
Build your model