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Design what people see. Automate what they don’t.

Work2024

Kestrel Logistics

AI Workflow + Internal Tools

Two hundred inbound emails a day now arrive already read, classified and routed to the person who can act on them.

Role

AI workflow and internal tooling

Scope

7 weeks, then ongoing

Year

2024

Discipline

AI Workflow + Internal Tools

The situation

A shared inbox that functioned as the company’s real operating system, and nobody’s actual job.

What we did

Language models used narrowly — read the message, extract the facts, decide the route — with humans kept firmly in the loop on anything ambiguous.

Where it landed

Response times set by capacity rather than by who happened to open the inbox first.

What we made

  • 01Message classification and extraction
  • 02Routing rules with a confidence floor
  • 03Human review queue for anything uncertain
  • 04Triage console for the ops team
  • 05Weekly accuracy reporting

On a phone, mid-shift

  • AI Routing
  • APIs
  • Operations