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Review response at scale

Batch of new reviews → attach store context, triage by type, draft a regionally native reply, route for approval, escalate incidents without replying.

At a glance Scale1,700 storesBuild time20 minutes Runs on review APIs store directory Slack

See every step the workflow takes.

Batch of new reviews

Everything posted since the last run, across every location.

Attach store context

Code

Join each review to its store from the directory so the reply can be specific.

Triage by type

Separate ordinary feedback from the incidents that must never get an auto-reply.

Review triage agent

Draft, route, escalate

Code

Write a regionally native reply for approval, and push incidents to a human untouched.

Review reply agent
Run complete

Run it on the systems you already use.

Or anything else you run. If it has a REST or GraphQL API, an MCP server or a database we can reach, the workflow runs against it.

CRM, data & ops SalesforceGainsightMicrosoft TeamsJiraAsanaLinearAirtableSegmentSnowflakeTwilioShopify
Knowledge & content ConfluenceSharePointGoogle DriveNotionGuruDocument360Contentful
Ticketing & support ZendeskFreshdeskIntercomSalesforce Service CloudHubSpotFrontGorgiasHelp ScoutKustomerGladlyZoho DeskDixaRe:amazeServiceNowJira Service Management

See this running on your stack.

Most workflows like this one ship in under two hours.

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