All workflows
Workflow Triage & first response
Autonomous first reply
Ticket arrives → read customer data, diagnose against known failure patterns, send the first reply, score the output, tune on supervisor feedback.
At a glance Quality gateEvery reply scored by an LLM-judge layer Runs on 
Zendesk customer data
Zendesk customer data See every step the workflow takes.
Ticket arrives
The first inbound message, before any human has opened it.
Read customer data
CodePull the account state that determines what the right answer actually is.
Diagnose against known patterns
Match the symptom to the failure patterns your team already recognises.
Failure pattern agentSend, score, tune
Send the first reply, score the output, and tune on what supervisors mark down.
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.
Ticketing & support 
Freshdesk
Intercom
Salesforce Service Cloud
HubSpot
Front
Gorgias
Help Scout
Kustomer
Gladly
Zoho Desk
Dixa
Re:amaze
ServiceNow
Jira Service Management
FreshdeskIntercomSalesforce Service CloudHubSpotFrontGorgiasHelp ScoutKustomerGladlyZoho DeskDixaRe:amazeServiceNowJira Service Management CRM, data & ops Salesforce
Gainsight
Slack
Microsoft TeamsJira
Asana
Linear
Airtable
Segment
Snowflake
Twilio
Shopify
SalesforceGainsightSlackMicrosoft TeamsJiraAsanaLinearAirtableSegmentSnowflakeTwilioShopify See this running on your stack.
Most workflows like this one ship in under two hours.
Book a demoNo engineering sprint required.