Support operations blueprint

    Run connected and automated support in one governed workflow.

    Blend automated ticket handling with connected CRM, product telemetry, and chat systems. AgentRuntime keeps every tool call, policy decision, automated action, and human exception on one durable run timeline.

    Start with an operational contract, not a demo prompt.

    This page describes a reference execution path built from documented AgentRuntime and connector capabilities. It is not a customer case study or a claim about measured performance.

    Primary team
    Support operations, customer success, and technical support
    Trigger
    Helpdesk webhook or API event
    Required connector
    Freshdesk, HubSpot, PostHog, Slack
    Run outcome
    Routine work automates where policy allows; exceptions arrive with connected context, drafted actions, and explicit human authority.

    Chat holds the conversation. AgentRuntime holds the run.

    • Support teams either auto-reply without enough context or manually rebuild the same investigation in five tools.
    • Automated actions and human judgment are split across chat, helpdesk, and CRM with no shared execution state.
    • Escalations lose the automated draft, policy rationale, and connected evidence that should travel with the case.

    A typed, owned, recoverable execution path.

    A support platform sends the ticket payload, customer identifier, issue category, and channel metadata to start the run. The graph then carries the same run through every typed step, human checkpoint, and outcome below.

    Visual workflow graph for Run connected and automated support in one governed workflow.
    Trigger

    Ticket received

    Create a durable run from a helpdesk webhook or API event and retain the ticket identifier for deduplication.

    Agent

    Enrich from connected systems

    Pull CRM account context and product telemetry into the same run before any automated customer action is taken.

    Decision

    Route automated vs assisted

    Apply explicit policy, confidence, and risk rules to decide whether the case can continue on an automated path or needs human review.

    Tool

    Run automated resolution

    Draft the response, update ticket fields, and retain the tool output as workflow state when automation is allowed to proceed.

    Human approval

    Review exception package

    Pause when connected context, policy, or customer risk requires judgment before the final customer-facing action.

    Agent

    Coordinate connected follow-through

    Synchronize the approved outcome across helpdesk, CRM, and coordination channels while the workflow remains the source of truth.

    1. 01
      Trigger

      Ticket received

      Create a durable run from a helpdesk webhook or API event and retain the ticket identifier for deduplication.

      View integration details →
    2. 02
      Agent

      Enrich from connected systems

      Pull CRM account context and product telemetry into the same run before any automated customer action is taken.

      Combines HubSpot account metadata with PostHog product signals to inform policy and routing.View integration details →
    3. 03
      Decision

      Route automated vs assisted

      Apply explicit policy, confidence, and risk rules to decide whether the case can continue on an automated path or needs human review.

    4. 04
      Tool

      Run automated resolution

      Draft the response, update ticket fields, and retain the tool output as workflow state when automation is allowed to proceed.

      View integration details →
    5. 05
      Human

      Review exception package

      Pause when connected context, policy, or customer risk requires judgment before the final customer-facing action.

    6. 06
      Agent

      Coordinate connected follow-through

      Synchronize the approved outcome across helpdesk, CRM, and coordination channels while the workflow remains the source of truth.

      View integration details →
    7. 07
      Outcome

      Connected resolution recorded

      Publish the final status and retain automated actions, connected context, human decisions, and tool calls on one timeline.

    Human authority and recovery stay explicit.

    The starter graph makes human responsibility and error recovery visible instead of hiding them in a long prompt or chat thread.

    Human checkpoints
    01

    Risk-sensitive account handling

    Usage anomalies, entitlement changes, or high-value accounts can require a named owner before automation proceeds.

    02

    Automated reply review

    The drafted helpdesk response and connected evidence arrive together instead of as a blank escalation ping.

    03

    Cross-system follow-through

    The owner confirms helpdesk, CRM, and chat systems reflect the same approved outcome.

    Failure and wait path
    01

    Connected enrichment is incomplete

    Continue with ticket-only context, mark the missing systems explicitly, and route to an operator before auto-resolution.

    02

    Automation is blocked by policy

    Retain the attempted automated step, package the connected context, and move the run into a human checkpoint.

    03

    A downstream tool rejects the action

    Keep the failed step visible, apply retry policy, and preserve the run for intervention without losing prior context.

    • Ticket identifier, subject, priority, and customer contact
    • CRM account tier, owner, and entitlement metadata
    • Product usage or risk signals from analytics systems
    • Support policy thresholds for automation and escalation
    • Approved helpdesk, CRM, and coordination channels
    • Ticket normalized into durable run state
    • CRM and product telemetry attached to the case
    • Automation vs assisted routing decision
    • Drafted or executed helpdesk action with tool references
    • Human approval record when required
    • Synchronized helpdesk, CRM, and chat follow-through

    Turn this reference graph into your production workflow.

    Bring the trigger, integration boundaries, authority rules, and actions your team is willing to automate. We will map the production path and its controls.