Oakline

Retail

Oakline reconciles 30,000 orders a day across Shopify and its ERP

Oakline’s finance team reconciled marketplace payouts in spreadsheets. An Invoice Reconciler agent now matches every order, fee and payout continuously.

Warehouse aisles stacked with stock — Oakline customer story

30k

orders reconciled daily

4 days

month-end close, down from 9

$310k

duplicate payments caught

AT A GLANCE

HEADQUARTERS

Portland, OR

COMPANY SIZE

1,300 employees

TEAM

Finance & ops · 25 people

CONNECTED TOOLS

THE CHALLENGE

Every month-end, Oakline’s finance team exported payouts from three channels and matched them to orders by hand. Close took nine days and discrepancies were explained by memory.

THE SOLUTION

The engineering team connected Shopify, Stripe and Snowflake, then wrote eval cases from last year’s known discrepancies before switching the agent on. Each flagged variance arrives in Slack with an explanation and a proposed journal entry.

THE RESULTS

Close now takes four days, $310k in duplicate payments were caught in the first quarter, and the team trusts the numbers because every match is traceable.

Oakline

We evaluated four agent platforms. Cairn was the only one where our engineers could replay a run, see the exact tool calls and write a test against it.

James Whitfield, CTO at Oakline

James Whitfield

CTO

Oakline

We evaluated four agent platforms. Cairn was the only one where our engineers could replay a run, see the exact tool calls and write a test against it.

James Whitfield, CTO at Oakline

James Whitfield

CTO

Oakline operations, photo 1
Oakline operations, photo 2

Your results next

Bring us one workflow. Leave with a plan.

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Your results next

Bring us one workflow. Leave with a plan.

In 30 minutes we’ll map a real process to an agent, estimate autonomy and show you a live trace on your own data shape.

Free 14-day trial · No credit card · SOC 2 Type II

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