
Returnless + Minimal AI
Minimal AI works with Returnless to provide a frictionless return experience. Customers get instant answers about their return status, eligibility, and next steps, all handled by the AI agent without waiting for a support agent. Beyond looking up information, the AI can also take actions in Returnless on behalf of your team.
Every company connects their tools differently. The AI Manager figures out how yours work and sets up Returnless for you.
AI customer support for Returnless
Returnless simplifies return management, and Minimal AI takes it further by handling return requests without human agents. The AI checks eligibility, collects the return reason, and creates the return in Returnless, the customer gets their label and instructions without waiting in a queue.
Automate return eligibility checks with Returnless
Before starting any return, the AI verifies policy rules through Returnless: is the item within the return window, is the reason valid, is the product eligible? Customers get an instant yes or no, with a clear explanation. No back-and-forth emails needed.
Returnless AI chatbot for refund status
'Where is my refund?' is one of the most common follow-up questions after a return. The AI checks Returnless for the return status, whether it's been received, inspected, or refunded, and gives the customer a straight answer with a timeline.
What the AI agent can read and write in Returnless
Minimal AI connects to the Returnless API and takes real actions. No code, no complex setup. Here are some of the things the AI agent can do:
Get information
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Search orders
Look up order details using order number with customer validation (postcode, email, or customer ID).
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View return status
Check return processing status and resolution details.
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Check return eligibility
Verify if items are eligible for return based on time window and policy.
+ much more. Virtually anything the Returnless API exposes.
Take actions
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Create returns
Initiate return requests with item details and return reasons.
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Create refunds
Process refund/credit invoices for returned items.
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Create coupons
Generate discount coupons as return compensation.
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Create gift cards
Issue gift cards as an alternative to cash refunds.
+ much more. If the Returnless API supports it, the AI agent can do it.
Integrating Returnless is extremely easy
It takes one click to connect Returnless. After that, the AI Manager learns how your Returnless setup works. Your workflows, your fields, your edge cases. It configures the AI agent for you. Every company connects their tools differently. The AI Manager figures out how yours work and sets everything up automatically. No code, no developers, no multi-week implementation.
Read the full guide: AI customer support with Returnless
Deep dive into API capabilities, real scenarios, and setup.
Why Minimal AI is the best AI agent for Returnless
Most AI tools offer a surface-level connection to Returnless. Minimal AI goes deeper. The integration is built to access the data and actions your support team actually needs, not just a few basic lookups. Setup is fast because the AI Manager handles the configuration for you. Describe what you need in plain language and the connection is live in minutes, not weeks. And because we work with e-commerce teams every day, the AI already understands the patterns: order questions, return flows, shipping issues. That makes up the bulk of your support volume.
Frequently asked questions
Can Minimal AI take actions in Returnless?+
Yes. Minimal AI can take any action in Returnless that you can. Looking up data, updating records, triggering workflows. You decide what the AI is allowed to do, and the AI Manager sets it up for you.
How hard is it to integrate Returnless with Minimal AI?+
It takes just a few clicks. You connect Returnless from your Minimal dashboard and the AI Manager handles the rest of the configuration for you. Most teams are up and running within minutes, no developer work required.
How does Minimal AI work with Returnless?+
Minimal AI connects to Returnless through its API to read return statuses, check eligibility, and initiate new returns. The integration is configured in your Minimal dashboard.
Can the AI generate return labels?+
If Returnless generates return labels as part of the return flow, the AI can trigger this process and share the label or tracking link with the customer.
Does the AI handle return reasons?+
Yes. The AI collects the return reason from the customer as part of the return flow and passes it to Returnless, ensuring your return analytics stay accurate.

