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Add AI to the product you already run.

For SaaS and product teams that need AI capability inside existing software, shipped to the standard the rest of the product is held to.
Evaluation run before releaseRelease gate: passedSample, illustrative
47 of 50 cases passed94%

Threshold 90%

  • Invoice total extracted correctlyPass
  • Supplier matched to the right accountPass
  • Answers only from your own contentPass
  • Cites the passage it usedPass
  • Says so when the document is unreadableFail
  • Sends refund requests to a personPass

What we build

  • Document extraction and structured data from unstructured input
  • Semantic search and retrieval over your own content, with evaluation
  • Assistants and copilots inside your product, with controlled actions
  • Classification and routing
  • Voice and transcription workflows
  • Natural-language reporting over your data

What makes it production, not a demo

  • An evaluation set with pass thresholds, run before every release
  • Grounding, fallbacks and clear behaviour when the model is wrong or unavailable
  • Cost monitoring per feature and per customer
  • Provider abstraction, so a model change is a configuration change
  • Human approval for any action that can't be undone

AI Feature Sprint

From $7,500, three to six weeks

Discovery, architecture, build, evaluation, production deployment with monitoring, and a measured result. Delivered into your existing stack and repository.

Not included

Greenfield products. Training custom models from scratch (we integrate and fine-tune where justified).

Tell us what's breaking, or what's slow.

We take on a limited number of engagements at a time and reply to every message, including the ones we're not the right fit for.