Capability 02

Applied AI for reading, sorting and summarising operational work.

We add AI where reading and judgement-heavy sorting slow your team down — and design each step so it can say “not sure”, be checked by a person and be tested before it changes.

Discuss a workflowSee ways to start

Who it is for

Teams that spend skilled hours reading and retyping: enquiries, specifications, supplier documents or anything else that arrives as free text and has to become structured work.

The problem

  • Skilled people spend hours reading documents and retyping the same details.
  • Triage depends on who happens to read the message first.
  • Generic AI tools produce unchecked text with no audit trail and no review step.

What we build

  1. 01

    Classification

    Requests and documents are sorted into the categories your team already uses, with the reason kept alongside.

  2. 02

    Field extraction

    Agreed fields are extracted from emails, forms and PDF or DOCX files; scanned documents are assessed case by case.

  3. 03

    Summaries and next steps

    A short structured summary and a suggested next action are drafted for the person who owns the item.

  4. 04

    Schema checks and abstention

    Every model output is validated against a schema; when the step is unsure, it says so and routes to review.

  5. 05

    Redaction where required

    Personal data can be replaced with reversible tokens before text is sent to a model provider.

  6. 06

    Regression tests

    Changes to prompts or rules are tested against your own historical examples before they go live.

Illustrative workflows

Realistic scope

  • Model choice per step behind one adapter; data residency and sub-processors are stated per project.
  • Accuracy is measured on your examples during the project; no accuracy figure is promised in advance.
  • Pricing, bidding, approvals and customer commitments stay with your team.

Boundaries

  • We do not sell autonomous agents. Multi-step AI behaviour is used only where each step's output can be reviewed.
  • We do not offer a general-purpose “chat with your documents” product.
  • We do not publish accuracy, speed or savings claims without measuring them on your own process.

Evidence