Use cases

Start where
the work repeats.

A clear task, a measurable outcome, and enough repetition to make improvement matter. Find the part of your product that is ready for a more specific model.

Sales and CRM agents

Improve the repeated decisions, API calls, and CRM updates inside a sales workflow.

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The task

Choose an action and update a CRM record.

Operations workflows

Turn recurring requests into structured outputs your downstream systems can use.

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The task

Turn an operations request into structured fields.

Warehouse labeling

Apply business-specific labels across a large body of text, with a clear rubric and a way to review disagreement.

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The task

Apply a consistent label set across text records.

A useful starting point

Bring the task.
And your definition of good.

You do not need a finished training dataset to start. A representative workflow, its current model, and examples of what still goes wrong are enough for an initial conversation.

We can establish the evaluation first, then decide whether the next improvement belongs in the prompt, the route, or the model.

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