AI BUILDERS STACK
Case studyCustom AI AgentOperations

How Fenwick & Co. handed the morning routine to an agent

The ops team lost the first hour of every day to the same checklist — CRM syncs, follow-ups, the daily digest. An agent now runs it before anyone logs in.

3 wks

idea to production

1 hr

saved every morning

100%

of the checklist automated

6am

the agent starts

01 — The problem

The day started with an hour of busywork

Every morning the ops lead worked the same list: sync the CRM, chase yesterday's follow-ups, pull the numbers, and post a digest to Slack. An hour gone before the real work began.

It was repetitive, rule-based, and perfectly suited to something other than a person.

MORNING LIST · BEFORE

Sync CRM records8:00
Chase open follow-ups8:15
Pull daily numbers8:35
Post team digest8:50

every single day

02 — The build

An agent with a checklist and permissions

We gave the agent the same checklist the ops lead ran — plus scoped access to do it. It reasons over the day's data and acts, escalating anything unusual.

W1

Write down the routine

Turned the ops lead's morning habits into an explicit, testable checklist.

W2

Give the agent access

Scoped read/write to the CRM and Slack, with hard limits on what it can change.

W3

Run it in shadow, then live

It ran alongside the team for a week; once the digests matched, it took over at 6am.

BUILD LOG — FENWICK

> abs build --client fenwick

Encoding morning routine…

✓︎ CRM + Slack access scoped

✓︎ Daily digest template approved

✓︎ Shadow run: 5/5 mornings matched

Live at 06:00. Day 19.

StackOpenAIn8nHubSpotSlack
03 — The result

The team logs in to a clean slate

The checklist is done before anyone arrives. The ops lead reviews the agent's digest over coffee instead of assembling it, and spends the reclaimed hour on work that actually needs judgment.

Morning admin

60 min → 5

Digest ready by

9:30am → 6:00am

Follow-ups missed

a few/wk → none

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