Case Study · Intelligent Systems · 7 weeks

Greenfield AI Bot

Automation with an owner and a kill switch. Intake to triage on the live queue — not a demo that dies in a slide.

80% ticket deflection11 hours/week returnedKill switch in the brief
Harbor Ops · Intelligent Systems screenshot

Intelligent Systems · Live queue

A bot with an owner

Project brief

Every other demo died in a slide.

Intake landed in three inboxes. People copied it into a sheet. Last year's AI project was a chatbot nobody trusted.

Client

Greenfield

Industry

Operations

Timeline

7 weeks

Unit

Intelligent Systems

The challenge

Busywork with a chatbot costume

The last vendor shipped a demo. Ops kept using email. Trust was gone. The next build had to sit in the real queue, with a human fallback and a way to turn it off.

The stakes

  • Intake in three inboxes, copied into a sheet
  • A prior 'AI project' nobody would let near production
  • No audit trail when the model was wrong
  • Ops would not accept a bot they could not pause

What we scoped

One workflow · one owner · 7 weeks

  • Triage agent on the live intake queue, not a sandbox
  • Audit log and a manual override ops actually uses
  • Runbook so the team can pause it without calling us
  • Fixed scope with a kill switch in the brief
  • Weekly demos on real tickets

The solution

One workflow. A fallback. A kill switch.

We scoped intake to triage to the right queue — with a human fallback. No agent theatre. The kill switch was in the signed brief, not a later request.

The impact

Numbers that moved the needle

80%

Ticket deflection

The queue handles the obvious. Humans get the rest.

Live intake, not a sandbox

11h

Returned each week

Hours back to the ops lead.

The bot has an owner

1

Kill switch

Pause without a vendor on the call.

Written in the scope

Eleven hours a week back. When it is wrong, someone can see why — and turn it off.

Timeline

Four phases, seven weeks, one live queue

01

Week 1 · Discover & Define

One workflow, owner, fallback, kill switch — signed.

02

Week 2–4 · Build on live intake

Triage on the real queue. Audit log from day one.

03

Week 5–6 · Trust

Override, runbook, and the cases it must never touch.

04

Week 7 · Launch

Production, warranty, ops owns the switch.

Gallery

What we shipped

Queue · Live intake

Queue · Live intake

Audit · Override ops actually uses

Audit · Override ops actually uses

“Every other demo died in a slide. This one sits in the queue and does the work.”

— L. Mendes, Head of Operations, Greenfield

Let's build something lasting.

Share the problem, not a pre-written spec. Written scope proposal within 48 hours.

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