Cost reduction · Operations agent

How an e-commerce brand cut manual operations work from 32 hours a week to 4.5

Operations agent

4.5hours a week

of manual operations work, down from 32.

Manual workHours a weekAI agentReturns · reports · stock
−86%manual operations hours a week
85%of returns processed with no one involved
94.2% → 99.1%inventory accuracy

A consumer electronics brand selling through Shopify, Amazon, Walmart and wholesale had an eight-person operations team doing the same manual steps on around 300 orders a day.

01The problem

Returns, reports, stock counts, supplier chasing and order problems were all handled by hand across four sales channels. As the case study puts it, everything was “10 minutes more manual than it should be, multiplied by 300 orders a day.”

An assessment found more than 32 hours a week of work that could be automated, worth about $78,000 a year in labour.

02What was built

Five automations were built to process returns, prepare daily reports, reconcile stock, follow up with suppliers and handle order problems across four sales channels.

Work started with a one-week assessment, followed by seven weeks of development. Returns automation went live in week three. Routine tasks run automatically; unusual cases still need human approval.

03How it works

  1. 01Returns

    Checks each return, creates the label and records, emails the customer, refunds on delivery and flags faulty products.

  2. 02Reports

    Four daily reports, each with a written summary, arrive before the team starts work.

  3. 03Stock

    Each night it reconciles stock across four systems, fixes the known errors and flags the real problems.

  4. 04Suppliers and exceptions

    It sends purchase orders, reads supplier replies, chases delays and prepares one-click fixes for order problems.

04What changed

In the first 60 days, manual operations work fell from 32 hours a week to 4.5. 85% of returns are processed with no one involved, inventory accuracy rose from 94.2% to 99.1%, and order problems take 6 minutes to resolve instead of 25.

“We were drowning in manual processes across four channels and didn’t know where to start with automation.”

Operations Manager (unnamed)

What this could look like for your clients

Your clients who sell online repeat the same returns, stock and supplier tasks hundreds of times a week. A similar agent could take those off their team, so staff only handle the cases that genuinely need a person.

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