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Operations
AI Returns Agent for BigCommerce
BigCommerce return requests checked against your rules using catalog, order and customer data, with every decision recorded on the order.
Not every product in a BigCommerce catalog should follow the same return rule. This agent checks each return or exchange request against the policy for that product type, using your catalog, order and customer records. Qualifying requests get instructions straight away, unusual ones reach a person with the details attached, and every decision is recorded on the BigCommerce order.
- Different return rules for different BigCommerce product types
- Instant instructions for requests that clearly qualify
- Decisions recorded on the order through a scoped API account
$4,900
20–30 working days
Optional maintenance $249/mo
What it is
AI Returns Agent for BigCommerce checks each return or exchange request against your written policy, using the BigCommerce catalog, order and customer records, and sends return instructions when it qualifies. It connects through a BigCommerce API account with scoped permissions and records each decision on the order. Unusual cases reach a person.
Why businesses buy it
Returns on a varied catalog are easy to get wrong. A hygiene item, a custom order and a standard product might each have different windows, and staff checking by hand will sometimes slip. Every slip costs either money or goodwill. This edition applies the right rule to each product type automatically, answers customers quickly and keeps a clear record on the order. Access stays limited to a scoped API account. The Scope Card sets the rules, workflows, approvals and testing before you buy.
Problems this solves
Checking BigCommerce orders against return rules is slow and repetitive
The agent uses your BigCommerce catalog, order and customer records to check each return or exchange against your written policy. Qualifying requests receive return instructions.
Return outcomes are tracked in a separate spreadsheet
Each decision is recorded on the BigCommerce order. Your team sees the outcome where they already work, without updating a separate side sheet by hand.
Exceptions to the return policy get handled without oversight
Unusual cases always reach a person for a decision. The connection runs through a BigCommerce API account with scoped permissions that you create and control.
A good fit if
You sell on BigCommerce, and return requests are checked by hand against a policy document.
Return rules differ by product type, and those types are already set up in your BigCommerce catalog.
You want high-value orders, or customers with an unusual return history, passed to a person under your rules.
Your admin can create an API account with only the permissions the build needs, and join a 30-minute call.
Not the right fit if
Customers mainly want to know where an order is. See AI Order Tracking Agent for BigCommerce.
You want order status, delivery and change requests handled rather than returns. See AI Order Support Agent for BigCommerce.
Routine store tasks such as tagging and fulfillment checks matter more than returns. See AI Ecommerce Operations.
You need store credit issued automatically. The standard BigCommerce mapping covers catalog, orders and customers, so add a note at checkout for a Change Quote.
How it works
- Your BigCommerce admin creates an API account scoped to the catalog, orders and customers the mapping needs, and a 30-minute call confirms which fields are read and written.
- A customer starts a return on your chosen channel with their order number; the agent finds the order and the customer record linked to it.
- Order dates and the item's catalog details, such as its category, are compared with your written rules for that type of product.
- Qualifying requests receive return instructions straight away, written from your policy and the order's details.
- Requests your rules flag, such as a high-value order or an unusual return history, go to the approver with the reasons attached.
- The decision and the rule behind it are recorded on the order in the field agreed in the mapping.
What you provide within 72 hours
Your portal lists these the moment you order. Delivery starts the working day after everything is in and your access is checked.
- A BigCommerce API account with scoped permissions, and an admin for a 30-minute setup call.
- Your written return, exchange and refund rules, broken down by product type where they differ.
- Product catalog data, including how non-returnable items are categorized.
- The thresholds that send a case to a person, such as order value or return history.
- Ten real return conversations, the approver's name, and access to one more system if you want it.
- Your business information and one decision-maker.
- An API key for your own AI model account (for example OpenAI or Google Gemini), created for this build with a spending limit.
The 72-hour rule. Send everything on your checklist, including access, within 72 hours of ordering so your build starts on time.
Timeline
Start
Intake verified; API account tested and product-type rules agreed.
Weeks 1–2
Eligibility checks, approver thresholds and replies built.
Week 3
BigCommerce catalog, orders and customers mapped two-way.
Weeks 3–4
Documented scenarios run on test orders; results shared.
Week 4
Two rounds of changes to thresholds and wording.
Go-live
Live on your store, recorded 60-minute handoff, support begins.
| Option | Delivery time | Price |
|---|---|---|
| Standard | 20–30 working days | $4,900 |
| Express | 15–25 working days | $5,750 |
| Rush | 10–20 working days | $6,600 |
What you receive at handover
- AI Returns Agent for BigCommerce configured and deployed
- A scoped BigCommerce API connection with documented field mapping
- Up to six return workflows with your approval rules
- A test report on sandbox or test records
- An admin guide, a recorded 60-minute handoff and 30 days of post-launch support
Expected benefits and how to measure them
- Can take routine return checks off the team's plate
- Keeps return history on the order where it belongs
- Helps make sure exceptions always get a human decision
- Average return handling time
- Compare request-to-instruction time in your helpdesk for four weeks either side of launch.
- Returns resolved without staff input
- Count them from order records each month.
- Policy exceptions escalated
- Track the escalation count monthly to see where your policy may need clearer wording.
Before you start: Record monthly return volume, average handling time and where return decisions are tracked today.
These are things to track, not promised results. Outcomes depend on your data, your team and your market.
Running costs
The build is paid once. Running it costs roughly $50 to $250 a month in AI model usage and hosting in your own accounts, alongside your BigCommerce and helpdesk plans. Usage follows the number of return conversations, so busy months cost more than quiet ones.
BigCommerce licenses and plan upgrades are excluded, and AI usage during testing is billed to your accounts.
Ask about running costsCustom requirements
Automatic store credit, custom BigCommerce objects beyond the mapping, or a second channel need a Change Quote. Add a note at checkout and a written quote follows; nothing extra starts until you accept it.
Request a custom versionKeep it running
Monthly maintenance covers monitoring, fixes and a monthly allowance of change hours, such as a new product-type rule or a changed approval threshold. It starts after the 30 days of support.
$249/mo (the minimum fee, includes 2 change hours)
Optional. Starts after the post-launch support period. Cancel any month.
How maintenance worksHow this compares
| Do it yourself with a SaaS tool | Hire a custom agency | Upmark Labs | |
|---|---|---|---|
| Price | A returns app bills monthly by return volume | An ecommerce agency quotes a custom integration | Ours is one fixed price, shown before you buy |
| Product rules | One return window for everything | Depends on the build | Ours applies different rules by product type from your catalog |
| Risk cases | Flagged only if someone checks reports | Agreed per project | Ours sends high-value or unusual cases to a person |
| Access | Broad app permissions | Set by the developer | Ours uses an API account scoped to what it needs |
| Delivery | Install today, rules set up by you | Often several weeks | Ours has a fixed delivery time shown before you buy, with faster options |
Questions about this product
Which BigCommerce data does the returns agent use?
Catalog, orders and customers, through a field mapping agreed with your admin and documented. It reads catalog details and order dates to check eligibility, looks at the customer record when your rules need it, and records each decision on the order. Custom objects beyond the mapping need a Change Quote.
Can different BigCommerce products have different return rules?
Yes. If your catalog separates product types, for example by category, each type can carry its own window and conditions. The agent reads the item's catalog details on every request and applies the matching rule, so a final-sale category and a standard one are never treated alike.
Why does the BigCommerce agent not issue store credit automatically?
The standard BigCommerce mapping covers catalog, orders and customers, not coupons or credit. The agent can tell a customer that credit applies under your policy and pass the case to your approver to issue it. Automatic credit can be added through a Change Quote.
What permissions does the BigCommerce API account need?
Only the scopes for the catalog, orders and customers in the mapping, set by your admin when creating the account. It is shared securely during intake, never by email, and confirmed on a 30-minute call. Narrow scopes mean the agent cannot reach store areas it has no use for.
How long does AI Returns Agent for BigCommerce take to set up?
Delivery follows a fixed schedule shown before you buy, with express and rush options if you need it before a busy returns period. API access, written rules and sample conversations are due within 72 hours of ordering, and late intake items push the delivery date back. Fifty documented scenarios are tested on a sandbox store or test orders before launch.
What does the BigCommerce returns agent cost to run?
Roughly $50 to $250 a month in AI model usage and hosting, billed to your own accounts, alongside your BigCommerce and helpdesk plans. Usage follows the number of return conversations. Monthly maintenance is optional and includes a monthly allowance of change hours.
When does a BigCommerce return go to a person?
Whenever your rules say so: the window has lapsed, the item sits in a non-returnable category, the order value is above your threshold, or the customer's history meets a limit you set. The approver receives the order, the item and the reason, and makes the call.
Guides on this topic
All guides Apply the right return rule to every BigCommerce product.
Order AI Returns Agent for BigCommerce and return requests are checked against rules for each product type, unusual cases reach a person, and every decision is recorded on the order, from a fixed delivery date.
Works well with
Operations
AI Ecommerce Operations
Automates routine store operations such as tagging, fulfillment checks and reports.
