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AI automation

Automate the repetitive work, not the judgement calls.

We identify well-defined, repetitive tasks — document processing, request triage, report preparation — and automate them with AI where it genuinely helps, keeping human review on anything sensitive or ambiguous.

Problems this solves

Where AI automation typically pays for itself

  • Documents or emails need fields extracted and entered into another system by hand.

  • Incoming requests need to be classified and routed to the right team or process.

  • A report is assembled manually from the same sources on a recurring schedule.

  • Customer or internal questions repeatedly require the same lookup across systems.

  • A task is well-defined enough to specify clearly, but still consumes hours of skilled time weekly.

What we deliver

  • A scoped, bounded pilot

    One workflow automated first, with clear inputs, outputs, and success criteria.

  • Human review where it matters

    Approval steps for anything sensitive, ambiguous, or high-cost if wrong.

  • Observable execution

    Logs of what the automation did, when, and why, so results can be audited.

  • A path to scale

    Extension to further workflows only after the pilot is stable and trusted.

How the engagement works

A controlled path from process to production

  1. 01

    Define

    Specify the task precisely: inputs, expected outputs, and edge cases.

  2. 02

    Pilot

    Implement one bounded workflow with human approval and observable results.

  3. 03

    Measure

    Track accuracy, exception rate, and time saved against the manual baseline.

  4. 04

    Scale

    Extend to related workflows once the pilot is stable and accepted by users.

Relevant technologies

Chosen for reliability and observability

Automation

  • n8n
  • Custom workflow services

AI

  • LLM APIs
  • Document extraction models

Infrastructure

  • Docker
  • PostgreSQL
  • Audit logging

Security and operational considerations

Automation without losing control

  • Human approval required for sensitive or irreversible actions.

  • Usage budgets and limits for AI services, with alerts before limits are reached.

  • Structured audit logs for every automated action.

  • Role-based access to the systems the automation touches.

  • Defined fallback behaviour when an external system or model is unavailable.

FAQ

Common questions

No. We scope a single, well-defined pilot first, so investment stays proportional to a workflow that has already been shown to be worth automating.

Start with one expensive, repetitive process.

A focused pilot is safer and more useful than a company-wide AI initiative.

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