Handle online store return requests automatically.
In short: an AI-agent-run business you oversee about an hour a week. Tools cost $30–$150/mo, agent setup is intermediate, and our estimate is 40 stores × $24 = $960/mo.
How it makes money:Charge online stores $24/mo to approve returns by policy, send labels and answer return emails.
Agent setup: Intermediate · Connects several tools (Lovable, Supabase) with payments and simple data. How we rate this
Small stores answer the same return questions by hand every day, and each one needs a policy check, a label and a refund follow-up.
The threads (in our words)
A store owner handling 5–10 return requests a day by email says it is wearing them down, and sketches a self-service return tool with rule-based approvals, shipping labels, inventory updates and a dashboard. Read the thread on r/SaaS ↗ (opens in new tab) Jan 8, 2026 · u/BeginningWrap7840 · upvotes not available
Reddit blocks automated reads, so we couldn’t record upvote or comment counts. The business below is our own design inspired by these threads.
Who it’s for
Shopify and other small online stores with a steady flow of returns.
Adapt it to your industry
Start with one niche or customer type, then expand.
Ask your first 10 customers what they would pay before you build more.
Keep a human check on anything sent in a customer’s name.
Step by step
Write the return policy as clear rules: time window, condition, final-sale items and who pays shipping.
Connect the store inbox and order data so the agent can look up each order.
Let the agent approve requests that fit the rules, create the return label and send status updates.
Send anything unusual (damage claims, high value, repeat returners) to the owner with a suggested reply.
Charge a monthly plan by order volume through Stripe.
Report return reasons weekly so the store can fix sizing notes or product pages.
Ready-to-copy prompt
Here is my return policy [paste] and 5 return emails [paste]. For each, decide approve / ask for more info / send to me, and write the reply.
Start with AI
Opens the AI with this guide and the prompt filled in.
Autonomy: The AI answers customers 24/7 and hands off only what it can’t solve. Your part: Daily 10 minutes: clear handoffs; weekly: improve the answer library.
Every layer an agent-run business needs, in order. Prices are public list prices, checked Oct 16, 2026.
Agent (the brain):Grok Bot (agent + scheduled routines) (opens in new tab)(Included with The X Subscription Premium $30/mo (Super $100/mo for more usage; Plus $8 does not include Grok Bot)). Grok Bot runs the business day to day: writes, answers, decides small things and reports to you. Claude Code or Codex are alternatives.
Delivery:Grok Bot (agent + scheduled routines) (opens in new tab)(Included with The X Subscription Premium $30/mo (Super $100/mo for more usage; Plus $8 does not include Grok Bot)). A Grok Bot routine delivers the product or result as soon as someone pays.
Support:Grok Bot (agent + scheduled routines) (opens in new tab)(Included with The X Subscription Premium $30/mo (Super $100/mo for more usage; Plus $8 does not include Grok Bot)). Grok Bot answers the support inbox; anything unclear is flagged for you.
Monitoring and schedule:Grok Bot (agent + scheduled routines) (opens in new tab)(Included with The X Subscription Premium $30/mo (Super $100/mo for more usage; Plus $8 does not include Grok Bot)). Grok Bot scheduled routines run each day: send, check for failures, alert you if something breaks.
Human checkpoint: Daily 10 minutes: clear handoffs; weekly: improve the answer library.
Price: charge $24 per store (monthly plan by order volume). Offer the first 3 customers a founding price for honest feedback.
Monthly cost$30–$150/monthFree tiers → paid plans of the tools above. Card fees come out of each sale.
What you could earn · EstimateEstimate: 40 stores × $24 = $960/moOur estimate, not a fact or a promise. It’s simple math if you land these customers at this price.
Details: source, numbers and tags
What they did
An agent reads return emails and forms, approves the ones that fit the store’s policy, sends the label and refund status, and passes only the edge cases to the owner. We designed this business from real Reddit threads; it is an idea for you to build, not a description of the posters’ businesses.
How it went
Found on Reddit in r/SaaS (1 thread). Upvote and comment counts weren’t retrievable, so none are shown. On X, 12 posts matched our search for this idea in the 7 days to 2026-10-19.
Worth knowing
Follow the store’s posted policy and consumer-protection law; refunds above a set amount need the owner’s approval.
Difficulty
BeginnerOur rating
Time to build
Not reportedOur estimate
Monthly cost
Not reported
Revenue
Not reportedWe only show revenue the source states
Engagement
No public countThe source shows no number
X buzz
7.8 · 12 posts in 7 days0 likes, 0 reposts, 0 replies, 0 quotes on 4 top posts · fetched Oct 19, 2026 · query: ("return requests" OR "returns portal" OR "return portal" OR "handling returns" OR "returns management") (Shopify OR store OR ecommerce) -is:retweet lang:en
Posted · Added Oct 19, 2026
Original builder recipe
ChatGPT
Claude
Write the return policy as clear rules: time window, condition, final-sale items and who pays shipping.
Connect the store inbox and order data so the agent can look up each order.
Let the agent approve requests that fit the rules, create the return label and send status updates.
Send anything unusual (damage claims, high value, repeat returners) to the owner with a suggested reply.
Charge a monthly plan by order volume through Stripe.
Report return reasons weekly so the store can fix sizing notes or product pages.