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Your e-commerce pain isn't checkout. It's exceptions.

Normal order flow is handled. It's the returns, the inventory mismatches, the shipping overrides, the address fixes. The work that scales linearly with volume, and breaks your team when volume doubles.

The proven outcome

3 hrs/day → 20 min

Mid-volume e-commerce operator

Exception handling time / day

3 hrs → 20 min

Monthly labor cost saved

$4,200

% of cases auto-resolved

~80%

Where exception handling eats the day

Returns: RMAs created by hand, customer emails reconciled one at a time

Inventory mismatches: ghost stock, oversells, manual corrections between platforms

Shipping overrides: address fixes, carrier swaps, expedite requests routed by memory

Customer service backlogs: the same 6 questions asked 60 ways a day

Mid-volume e-commerce operator

One operator was spending 3 hours every day on exception handling: returns, address fixes, and inventory reconciliation across two sales channels. We automated the decision trees for the top 80% of cases and routed only the real edge cases to a human. That move alone saved $4,200/month in labor costs and gave the team back the afternoons they were losing.

Proof

The 2-minute overview

  • Returns automation: RMAs, labels, and refund logic triggered by the reason code
  • Inventory sync: real-time reconciliation across your sales and fulfillment platforms
  • Shipping exception routing: address validation, carrier fallback, and expedite rules applied automatically
  • Customer service triage: the top 80% of tickets answered or routed without a human touch
  • Reporting: exception rate, resolution time, and labor cost trend, all in one view

Relevant next step

Review Merkra's portfolio, then tell us where your workflow is leaking. We'll reply with next steps if it's a fit.

View portfolio

3 hrs → 20 min

Exception handling time / day

$4,200

Monthly labor cost saved

~80%

% of cases auto-resolved

~13 hrs

Hours returned to the team / week

Want to see where the exception hours are going?

Tell us about your current order-exception flow: returns, inventory, shipping, or customer service. Takes 60 seconds. If it's a fit, we'll reply with which pieces would automate cleanly given your stack and order volume.

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