PayPal dispute desk with fight or refund math
Pulls open PayPal disputes into a queue sorted by deadline, investigates each one with read only tools and works out whether fighting beats refunding. You edit the draft and see the exact request before anything is sent.
What it does
- Lists open disputes with money at risk and the due date
- Reads the dispute, the order, tracking and the buyer's history
- Marks each piece of evidence as on file, weak or missing per reason code
- Turns estimated win odds into an expected cost of fighting versus refunding
- Drafts the evidence response and a message to the buyer
Your approval boundaries
Approval requiredThese actions always wait for your yes:
- Submitting evidence, accepting a claim or making an offer
- Sending any message to the buyer
- Refunding anything
You decide what happens next.
More about this workflow
This setup is for online sellers and resale shops juggling listings, orders and buyers. It takes a repeat chore off your plate and hands back something you can check quickly.
First, it lists open disputes with money at risk and the due date. Next, it reads the dispute, the order, tracking and the buyer's history. Then it marks each piece of evidence as on file, weak or missing per reason code. After that, it turns estimated win odds into an expected cost of fighting versus refunding. Finally, it drafts the evidence response and a message to the buyer. It works with your payments, store admin and shipping app, each on its own login with limited access.
You get the prep work done and waiting for you. The agent stops and asks for your yes before submitting evidence, accepting a claim or making an offer, sending any message to the buyer and refunding anything, and says plainly if a step cannot be undone.
“Nothing is ever sent automatically.”
Explore required tools and model recommendations
Tools and access
Stripe
Handles the payments part of this job. Grant a restricted read-only key.
API required: Yes. Needs an API key. Stripe offers restricted keys that limit what a key can do.
Shopify
Handles the store admin part of this job. Grant read orders and products.
API required: Yes. Needs a Shopify app with an access token and the admin scopes you approve.
ShipStation
Handles the shipping app part of this job. Grant read order and shipment status.
API required: Yes. Needs API credentials from your ShipStation account settings.
Official links only. Not sponsored, no affiliate links.
Model recommendations
Best pick
Gemini 3.8 Flash
Built for agent workflows, with a free tier to test on.
$0.75 per million input tokens and $3.75 per million output tokens through December 31, 2026. $1.50 and $7.50 from January 1, 2027.
Google docs as of October 11, 2026
Cheaper backup
Gemini 3.5 Flash-Lite
Low cost for many listings at once.
$0.30 per million input tokens, $2.50 per million output tokens.
Google docs as of October 11, 2026
Our own picks. Not sponsored, no affiliate links.
Build your prompt
Add your details, then copy the prompt into your tool.
2Your prompt
4 of 4 still emptyYour answers stay in this browser only.
Run your workflow
Connect your tools with only the access this setup needs, then follow these steps.
Steps
Do these in order. Test on old data before it touches live work.
- 1Connect Stripe with its own login, not yours. Grant a restricted read-only key.
- 2Connect Shopify with its own login, not yours. Grant read orders and products.
- 3Connect ShipStation with its own login, not yours. Grant read order and shipment status.
- 4Paste the prompt where your harness takes instructions. See the note under the Copy button.
- 5Do a dry run on old or test data first. Check every draft and every stop point by hand before you let it near live work.
- 6Read its log after the first real run. Only widen access once a week of runs looks clean.
Safeguards and trust score
The score describes this example setup’s access, approval boundaries, ability to undo changes, and scope.
Can draft things that send or spend, so it sits close to risky actions.
Waits for a yes on: submitting evidence, accepting a claim or making an offer, sending any message to the buyer, refunding anything.
Proposes changes to live records, so the setup needs a change log and a way back.
Runs on its own login across 3 tools. Fewer connections means a smaller blast radius.
How to raise it
- Access: Take away its ability to send, post or spend. Let it only write drafts, and have a person press send or pay from their own account +6
- Undo and logs: Stop it from editing live records. Have it write the change as a proposal you apply, and keep a log of every change with a way to roll it back +3
- Scope: Cut it down from 3 connected tools to the 2 it needs most, each with its own limited login instead of your full account +2
Do all of these to reach 89, up from 78.
Want help getting there? Get an AI Trust Audit from Pixeldesigns
Reviewed by Trustcase (example setup). How scoring works
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[](https://trustcase.dev/use-cases/paypal-dispute-desk-with-fight-or-refund-math)<a href="https://trustcase.dev/use-cases/paypal-dispute-desk-with-fight-or-refund-math"><img src="https://trustcase.dev/badge/paypal-dispute-desk-with-fight-or-refund-math.svg" alt="Trustcase trust score for PayPal dispute desk with fight or refund math" height="20"></a>More ecommerce and resale workflows
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