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Use cases
OperationsRetail & e-commerceMulti-agent

E-commerce store operations

An agent team that answers order and returns questions from live order data, writes product listings, drafts review replies and flags low stock, with a person approving anything that changes the store.

The problem

Store owners are hiring help for the same daily jobs.

Store help is the fastest-growing admin skill

E-commerce management is the fastest-growing admin skill on Upwork, up 130% year over year.

Upwork In-Demand Skills 2026

The same question, all day

“Where is my order?” makes up an estimated 30–50% of support contacts for direct-to-consumer brands, according to a Gorgias 2024 report as cited by Ringly.

Ringly

Listings eat hours

E-commerce virtual assistants are hired to update listings, descriptions and inventory, handle order inquiries, and coordinate returns and refunds. Listing updates alone are priced at $500–$1,000 per project.

Upwork
How it works

What the agent does

  1. 01

    Answers “where’s my order?”

    On your site and help desk, a customer agent looks up the customer’s real order with an order-lookup tool and answers delivery dates, returns and exchanges from your policies.

  2. 02

    Writes product listings

    You drop in supplier specs or a spreadsheet. For each product a listing agent writes the title, description, bullet points, tags and SEO text in your brand voice, and a tool publishes the ones you approve.

  3. 03

    Checks stock every morning

    A scheduled store-ops agent checks stock levels and flags items to reorder.

  4. 04

    Drafts review replies and a daily summary

    The same agent drafts replies to new reviews for approval, and summarises yesterday’s orders, returns and top questions.

What keeps it safe

Checked before anyone sees an answer

The guardrail

No refunds outside policy, no discount codes you have not approved, and no sharing another customer’s details. Output guardrails block those replies before the customer sees them.

Where a person steps in

Anything the customer agent cannot solve, such as a damaged item or a refund over a limit, goes to your team with a summary. Listings, review replies and refunds above the limit wait in Human Review for approval.

What is recorded

Every conversation and every change to the store is logged with its cost, and you are alerted if order lookups fail.

How it is built in Studio

The steps, in order

Three agents share one knowledge base and one store connection. Only the store connection needs a developer.

StepWhat you do in StudioTypical time
1Add your policies and voiceCreate a knowledge base with shipping, returns, warranty, FAQs and 5 example product pages.30–60 min
2Create the agentsCreate the customer, listing and store-ops agents with their output fields.30 min
3Add guardrailsAdd refund limits, no unapproved discounts and no other customers’ data.10 min
4Connect your storeAdd order lookup, product publish and inventory tools using your store’s API key, kept in Secrets.2–4 hours for a developer
5TestRun 20 real customer questions and 10 products in the Playground, and save them as test suites.1 hour
6Go liveEmbed the chat on your store and schedule the morning workflow; listings and refunds go through Human Review.30 min
What it is worth

A worked example

A store with 1,500 support conversations and 100 new products a month. The inputs are assumptions about a typical business; replace them with your own numbers.

LineAssumptionPer year
Support handled by the agentHalf of 1,500 conversations (order status, returns, product questions), which is 750 a month at 6 minutes each and $15 an hour≈ $13,500
Listings written100 products a month × 15 minutes each at $15 an hour; approval takes 2 minutes each≈ $3,900
Morning stock check and summaries30 minutes a day saved≈ $2,700
Total value≈ $20,100
Krazimo Studio cost≈ $1,400–$1,700 a year: the Starter plan at $99 a month (about 2,500 runs a month) plus model usage

About 75 hours a month of support replies, the listing writing and half an hour every morning, and customers get an answer about their order in seconds instead of hours.

E-commerce store operations

See it working
on your own information.

Tell us about your business and we will walk through this use case with you in Studio.