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Retrieval over your own contracts, tickets and databases, with a scored evaluation set that proves every answer traces back to a document.
Thirty minutes. You bring one process, we map what it would take.
One to two weeks. We measure the baseline and rank the options.
Four to eight weeks. We ship into production on your stack.
Monthly and optional. Monitoring, evaluation runs, upgrades, the next use case.
Fine-tuning changes how a model writes. Retrieval changes what it knows right now. For business content that updates, retrieval is almost always the right tool, and it can cite its source.
Usually, with extraction quality as the deciding factor. We test real samples during the assessment. Where scans are too poor to extract reliably, we say so rather than promising in advance.
The scored evaluation set: real questions, expected answers, expected source passages, scored on both retrieval and the final response. You re-run it after every change and read the diff.
No discovery marathon. Bring one process that costs your team hours and we will map what an integration would look like in a free 30-minute working session.