
Stock moves to where demand actually is, cutting stockouts and lost sales across four stores.
Broken integrations surface where the team already works, and are fixed without opening the platform.
An agent in Slack notices a failed integration flow, explains why, and fixes it without anyone opening the platform.
Notices a failed integration flow, explains the cause on request, diagnoses the data issue and applies the fix in the chat channel itself.
Integration failures are discovered late because nobody watches an integration platform. A flow drops a record, the platform logs it, and the business finds out when an order does not arrive.
Even once it is noticed, the diagnosis lives in a tool that most of the people affected do not have open, do not have access to, or do not know how to read. The time between failure and fix is mostly the time it takes to get the right person into the right screen.
The agent connects to Patchworks over the Patchworks MCP server and lives in the customer's Slack workspace as @PatchworksAI.
MCP is what makes the pattern work in both directions. The agent reads flow state and error detail through the server, and it acts through the same interface, which is why remediation can happen in the conversation rather than in the platform.
The proactive notification is the part that changes the operating model. The agent is not waiting to be asked; it raises the failure, and the diagnosis and the fix follow in the same thread.
Patchworks is behind this solution. Ask about keeping integrations running, and the MACH Alliance will put you in touch with the person who can answer.
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Everyone credited on this solution
Every organization named here has a page listing the rest of its work on the Hub.

Stock moves to where demand actually is, cutting stockouts and lost sales across four stores.

Four recurring workflows run against the live store, lifting conversion from 0.8% to 1.1% in 30 days.

A retailer with no developers shipped six or more changes in weeks, work that had sat in an agency queue.
Contributor submission
The detail on this page comes from the contributor's own account of their own work. The MACH Alliance reviews a submission before publishing it and does not independently verify the figures in it.
Where this came from
Solution detail is published from the contributor's 2026 Agent Ready submission to the MACH Alliance. Submitter names and contact details are not published.
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