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Case Studies

A representative cross-section of engagements where measurable outcomes mattered more than slideware.

Featured engagements

Three projects where the metric actually moved.

Energy · Engineering review

Cycle time on engineering reviews fell by 23%.

An AI-assisted review layer reads project drawings, checks them against industry standards, and flags issues weeks earlier — trimming review cycles and the rework that follows. Reviewers spend their time on judgment calls, not paper chases.

  • 23%cycle-time reduction
  • 4 wksearlier issue detection
  • 0missed code conflicts in pilot
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Manufacturing · Computer vision

Recycling QC pipeline lifted yield by double digits.

A computer-vision pipeline grades incoming material at the conveyor in real time — flagging contamination, routing it before it hits the line, and giving operators an automatic second opinion. The model retrains on what operators reject, so it gets sharper every week.

  • +11%throughput yield
  • <200msbelt-side decision time
  • 24/7operator coverage
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Retail · Liquidation pricing

Pallet pricing model holds margin on every truckload.

A pricing model reads pallet photos and manifests and predicts resale value with calibrated confidence intervals — giving buyers a defensible number on every truckload, not a gut feel. The buyer team bids faster and walks away from the truckloads that don't pencil out.

  • −40%bid prep time
  • +6.8%average gross margin
  • ~$1.2kavoided per bad pallet
Read the case study
Also in flight

A cross-section of the work.

A few other engagements. Happy to walk through any of them on a call.

Finance

Underwriting Assistant

Document-extraction tool for commercial credit underwriters. Pulls covenants, exceptions, and obligor data out of memo packs.

Healthcare

Clinical Notes

A private LLM summarises intake notes for clinicians. Runs inside the hospital network; no patient data leaves the boundary.

Logistics

Carrier Load Forecasting

Route and load forecasts for a regional carrier. Surfaces lane-level demand a week out so dispatchers can plan against it.

Field Service

Field-Service Copilot

A mobile assistant for field technicians. Pulls the right schematic, history, and procedure for the asset in front of them.

Capital projects

Tender Analysis

Reviews capital-project tender packages against internal standards. Flags missing clauses and scope gaps before bid submission.

Retail

Inventory Vision

Counts and classifies SKUs from store-shelf imagery. Turns a phone walkthrough into a structured stock and facing report.

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