Hand off AI visibility fixes and keep them on track
Not every fix should be done by software. Proofsource hands a problem to Linear with its issue key, state and assignee kept fresh, sends a draft to Google Docs, or turns it into a task for a person to post, with a draft and a one-task link. Fix moments reach your in-app feed, Slack, Microsoft Teams or a webhook, and teammates can ask questions from Slack or by replying to an email.
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Fix handoff, in short
The facts, ready to quote.
- Hand off to
- Linear, Google Docs, or a person on your team
- Linear status
- Issue key, state and assignee, kept fresh as the Linear issue changes
- Human tasks
- Draft, revise, assign and a one-task link for the person posting
- Updates go to
- In-app feed, Slack, Microsoft Teams and outbound webhooks
- Ask from anywhere
- Questions from Slack and from email replies
- Managed plan
- Agencies can hand a fix to the Proofsource team, done in the agency's name
What is an AI visibility fix handoff?
Some AI visibility fixes need a person: a product manager to change an in-app label, a developer to add a page to a complex site, a founder to post in a community where only a human voice fits, or a partner to update a listing. A handoff moves the fix to whoever will do it, in the tool they already use, without losing the evidence and the follow-up.
The usual failure is that a ticket is created and then forgotten by the tool that found the problem. Nobody knows whether it shipped, so nobody checks whether AI answers changed.
Proofsource keeps the link. When you hand a problem to Linear, the fix shows the issue key, state and assignee, kept current as the Linear issue changes. When you hand it to a person, they get a task with the draft, can ask for a revision with Not quite right?, and open it from a single task link. Every important moment reaches your feed, Slack, Microsoft Teams or a webhook, so the work stays visible until Proofsource verifies the result.
How it works
Hand AI visibility fixes to Linear, Google Docs or a teammate as a task, and keep Slack, Teams and webhooks informed as fixes move.
Choose who does the fix
From a problem's details panel, hand it to Linear, send the draft to Google Docs, or make it a task for a teammate.
Track it where it lives
Linear issues show their key, state and assignee on the fix, kept fresh as the issue changes.
Give the person a draft
Human tasks come with a draft to post, a Not quite right? revise option, an assignee and a one-task link.
Keep everyone informed
Fix moments reach the in-app feed, your Slack channel, Microsoft Teams or an outbound webhook.
Answer questions in place
Teammates ask about a fix from Slack or by replying to the email, and the answer comes back there.
See it in the product
Screens from the Proofsource app, drawn with sample data for an example brand.
Disclosure: I'm the founder of Driffle. Fireflies is a solid pick for transcripts. Where we differ is action items listed by owner...
- Fix ready for approval
- Fix published
- Day 28 reading in
- Fix proven
Every capability, live today
9 shipped capabilities behind fix handoff, each in the product now.
Hand it to my team
From a problem's details panel, choose Hand it to my team and pick Linear, Google Docs or a teammate.
Linear or Google Docs
Send a draft to Linear as an issue or to a Google Doc.
Linear issue live status
The fix shows the issue key, state and assignee, and updates as the Linear issue changes.
Human tasks
Tasks for a person to post, with a draft, revise, assign and a one-task link.
Task drafts and Not quite right?
Writes the draft on a human task and revises it when you say Not quite right?
Ask the Proofsource team
On the Managed plan, an agency hands a fix to the Proofsource team, done in the agency's name.
Notification feed and Slack
An in-app notification feed, and your Slack channel for fix moments.
Teams and webhooks
Send moments to Microsoft Teams, outbound webhooks and every other channel you add beyond Slack.
Ask from Slack and email
Ask Proofsource a question from Slack or by replying to an email.
Who it is for
Fixes in the engineering backlog
A fix that needs an in-app change lands in Linear, and its state shows on the fix without anyone updating two tools.
Post where a human voice fits
Get a task with a ready draft for a community reply, tweak it, post it yourself and mark it posted.
Updates in the channels you watch
Send fix moments to Microsoft Teams and a webhook into your own dashboards.
Hand work to the Proofsource team
Hand a fix to the Proofsource team and it is done in your agency's name.
Why it matters
Nothing disappears into a backlog
Status from Linear shows on the fix, so you know when it ships and verification can start.
People get a draft, not a ticket
Human tasks come with a draft and a revise option, so the hard part is done.
Updates where you work
Slack, Teams, webhooks and the in-app feed keep the team informed.
Verified even when others do it
When handed-off work ships, Proofsource re-reads the answers on days 7, 14 and 28 to show whether it worked.
Fix handoff: Proofsource and other tools
Connections to team tools differ across platforms; this table follows what each vendor's public pages describe.
| Capability | Proofsource | Profound | Peec AI | AthenaHQ |
|---|---|---|---|---|
| Project and issue tools | YesLinear issues with live key, state and assignee on the fix | YesAdobe Workfront, Confluence, Asana, Jira, monday, Notion and Granola integrationsSource | Not listed | Not listed |
| Ask from Slack | YesAsk from Slack and from email replies | YesTag Profound in any channel or threadSource | RelatedSlack summaries through MCP workflowsSource | Not listed |
| Microsoft Teams | YesFix moments delivered to a Teams channel, plus outbound webhooks | YesChat with AI Marketer in Teams and connect channelsSource | Not listed | Not listed |
| Tasks for a person with a ready draft | YesDraft, revise, assign and a one-task link | Not listed | Not listed | Not listed |
| Alerts in Slack | YesFix moments reach your Slack channel and an in-app notification feed | YesTag Profound in any channel or thread; reads up to 50 messagesSource | RelatedVia MCP workflows posting to client Slack channelsSource | Not listed |
| A person reviews the work before it goes out | YesA task for a person comes with a draft you can revise, assign and hand over by link | YesIdentifies, drafts and stages marketing work for approvalSource | YesRanked opportunities with evidence, fact-checking, custom actions; approval requiredSource | RelatedBuilds on-brand assets from prioritized opportunities, reviewed before publishingSource |
Where each of them shines
Profound connects to a long list of work tools, from Jira and Asana to Notion and Microsoft 365. Compare in full
Peec AI can post summaries to client Slack channels through MCP workflows, handy for agencies. Compare in full
AthenaHQ offers a dedicated Slack channel and a GEO specialist on its enterprise plan.
Questions about fix handoff
Can I send an AI visibility fix to Linear?
Yes. Hand a problem to Linear from its details panel. The fix then shows the issue key, state and assignee, kept up to date as the issue changes.
What about Google Docs?
You can send a draft to a Google Doc, for teams that review content there.
What is a human task?
A task for a person to post or do, such as a community reply only a founder should write. It comes with a draft, a Not quite right? option to revise it, an assignee and a one-task link.
Where do fix updates go?
To the in-app notification feed and your Slack channel, plus Microsoft Teams and outbound webhooks if you add them.
Can my team ask Proofsource questions without logging in?
They can ask from Slack or by replying to a Proofsource email, and the answer comes back in the same place.
Is the fix still verified if someone else does it?
Yes. When the handed-off work ships, Proofsource re-reads the answers on every engine your plan covers on days 7, 14 and 28 to prove whether it worked.
How is this different from Profound's integrations?
Profound connects to a wide set of work tools, a real strength. Proofsource focuses on keeping each handed-off fix tied to its evidence and verification, with live Linear status and human tasks that arrive with a ready draft.
Keep exploring
Try it on your own brand.
Proofsource is live: scan your brand and see fix handoff at work with your own answers, competitors and sources.