User ticket sweep into scrubbed issues you approve
Sweeps new and reopened user tickets in your app, checks the facts in the codebase and drafts one thing per ticket: an issue, a question back to the sender or a close note. Drafts never quote the ticket or name the sender, and nothing is filed, asked or closed until you approve each one.
What it does
- Collects tickets that are new, reopened or have a new reply
- Checks the attached screen, release and recent actions before calling anything unclear
- Drafts an issue in the repo's style with no sender name or quoted text
- Drafts at most two questions per ticket, then flags it for you to ask in person
- Flags anything that looks like patient detail for redaction
Your approval boundaries
Approval requiredThese actions always wait for your yes:
- Opening any issue
- Sending a question to the sender
- Closing a ticket
You decide what happens next.
More about this workflow
This setup is for support leads and small teams who answer customers every day. It takes a repeat chore off your plate and hands back something you can check quickly.
First, it collects tickets that are new, reopened or have a new reply. Next, it checks the attached screen, release and recent actions before calling anything unclear. Then it drafts an issue in the repo's style with no sender name or quoted text. After that, it drafts at most two questions per ticket, then flags it for you to ask in person. Finally, it flags anything that looks like patient detail for redaction. It works with your help desk, git host and issue tracker, 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 opening any issue, sending a question to the sender and closing a ticket, and says plainly if a step cannot be undone.
“Nothing is published, asked or closed without approval.”
Explore required tools and model recommendations
Tools and access
Zendesk
Handles the help desk part of this job. Grant a limited agent seat that writes internal notes.
API required: Yes. Needs an API token or OAuth client created by a Zendesk admin.
GitHub
Handles the git host part of this job. Grant a fine-grained token, read code and write comments.
API required: Yes. Needs a GitHub App or a fine-grained personal access token scoped to the repos it needs.
Linear
Handles the issue tracker part of this job. Grant read plus create in one triage team.
API required: Yes. Needs a personal API key or an OAuth app.
Official links only. Not sponsored, no affiliate links.
Model recommendations
Best pick
Claude Sonnet 5.5
Writes careful replies and reads long ticket threads.
$2 per million input tokens, $10 per million output tokens.
Anthropic docs as of October 11, 2026
Cheaper backup
Claude Haiku 5.5
Made for sorting and routing at high volume.
From $0.10 per million input tokens and from $0.50 per million output tokens.
Anthropic 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 Zendesk with its own login, not yours. Grant a limited agent seat that writes internal notes.
- 2Connect GitHub with its own login, not yours. Grant a fine-grained token, read code and write comments.
- 3Connect Linear with its own login, not yours. Grant read plus create in one triage team.
- 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: opening any issue, sending a question to the sender, closing a ticket.
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/user-ticket-sweep-into-scrubbed-issues-you-approve)<a href="https://trustcase.dev/use-cases/user-ticket-sweep-into-scrubbed-issues-you-approve"><img src="https://trustcase.dev/badge/user-ticket-sweep-into-scrubbed-issues-you-approve.svg" alt="Trustcase trust score for User ticket sweep into scrubbed issues you approve" height="20"></a>More support workflows
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