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Cettabyte

AI

Real AI wired into the workflows — with evaluation, guardrails, and a fallback when the model is wrong.

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What it looks like

How an answer is actually produced

Documents → answer
  1. 01
    Ingest
    your documents
  2. 02
    Retrieve
    scoped to the user
  3. 03
    Draft
    model + your context
  4. 04
    Check
    confidence threshold
  5. 05
    Review
    a person signs off
Permissions carried through retrievalEvery claim cites its sourceRegression suite on real questionsFull audit trail of prompts and answers
The model is one step in the middle. Most of the engineering is on either side of it — getting the right context in, and making sure nothing expensive leaves without a person seeing it.

What's included

Everything we cover

One engagement, one team. Take the whole service or the part you need today.

Workflow audit

Finding the work that is repetitive, high-volume, and tolerant of review — before writing a single prompt.

  • Candidate workflow shortlist
  • Value and risk assessment
  • Build-versus-buy recommendation

Model integration

The model doing one narrow job inside a system that already works, not a demo bolted on the side.

  • Schema-validated outputs
  • Retrieval and context design
  • Deterministic fallback path

Evaluation & guardrails

A held-out set scored on every prompt change, so an improvement in one place cannot quietly break another.

  • Evaluation harness
  • Prompt versioning
  • Accuracy and cost monitoring

Human review

Review placed where being wrong is expensive, and removed where it is not.

  • Confidence thresholds
  • Review and escalation flow
  • Audit trail of decisions

Engagement flow

How an AI engagement runs

We start from the workflow and what it costs you, not from the model.

  1. STEP 01
    Workflow audit

    Where the time and the error cost actually go.

  2. STEP 02
    Shortlist & payback

    Two or three candidates, priced and scored.

  3. STEP 03
    Pipeline & retrieval

    Grounding on your content, with permissions.

  4. STEP 04
    Evaluation & guardrails

    Regression suites and human review steps.

  5. STEP 05
    Rollout & measure

    Adoption and accuracy tracked in production.

Ready to build something that lasts?

Tell us what you are trying to ship or secure. All we need is a 30-minute call to understand the problem and tell you what it would take.

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