Moraine Lake beneath the Valley of the Ten Peaks in Alberta

Utilities & field services

110 hours of manual work removed every month

A regional water services operator

All case studies

Results

Measured against the case agreed at the start.

110+

hours removed per month

12 days

faster invoicing

94%

crew adoption in the first month

Models used

Built on the current generation, chosen on evidence.

GPT-5.2Claude Fable 5.1

Every model is benchmarked against the client's own historical work before it is trusted with any of it, and it runs on their data inside their controls.

The automation

How the flow actually runs.

Each block is a step in the live automation, from the event that starts it to the record it writes at the end.

End-to-end automation · Job sheet to paid invoice Trigger Action Decision Human Output
  1. TriggerCrew closes a job

    Job capture app submits photos, readings and notes, offline or on.

    Field app
  2. ActionRead the job record

    Fable 5.1 extracts readings, materials and time from notes and photographs.

    Claude Fable 5.1
  3. DecisionComplete and within tolerance?

    Missing readings or odd figures route back to the crew before anything moves.

    Rules
  4. ActionBuild the compliance pack

    The regulatory pack is assembled from the same source record, not retyped.

    GPT-5.2
  5. HumanSupervisor approves

    One screen, one approval, with the reasoning shown beside each figure.

    Human
  6. OutputInvoice and record issued

    Invoice raised, pack filed, audit trail written automatically.

    Finance system

Every step is visible and editable by your own team - nothing in the chain is a black box.

The challenge

What the operation looked like before.

Crews recorded jobs on paper, the office rekeyed them into scheduling, and finance rekeyed them again for invoicing. Compliance packs were assembled from the same information a fourth time. Errors were common and invoices lagged the work by weeks.

What we did

The work, in order.

  • Two weeks shadowing crews and office staff to time the real steps.
  • Digital job capture designed for gloves, weather and poor signal.
  • One record flowing from job to schedule to invoice without rekeying.
  • Compliance packs generated from the same source records.
“The paperwork used to decide how many jobs we could take. It does not any more.”
Operations Director, a regional water services operator

Book a working session.

Ninety minutes on your operation with people who have done this work before. You leave with the first three things worth fixing, whether or not you hire us.

Start a conversation