Support · Voice of customer

Customer feedback synthesis

Turn surveys, reviews, and support conversations into evidence-linked themes, while product and CX owners control theme merges and action assignments.

Customer experienceProduct operationsSupport leaders
Inspect the workflow

Illustrative product view

run_feedback_analyzer_01

sample data
  1. A new survey, review, or conversation batch enters the review window.

    Trigger captured

  2. Signals are normalized

    Evidence attached

  3. Themes and evidence are drafted

    Evidence attached

  4. Human decision required

    Terminal approval step

Trace complete to decision5 receipt fields

The operating problem

Where the process breaks.

Customer signals are split across surveys, tickets, calls, and account notes, leaving teams to manually reconcile repeated issues. Automated synthesis needs source evidence and a human owner to prevent weak themes from becoming product priorities.

Governed execution

How the work runs.

Order remains explicit from trigger to decision. Every step runs inside the tools, data scope, and policy assigned to this workflow.

  1. 01Trigger

    Feedback batch closes

    A schedule or volume threshold selects the permitted feedback set.

  2. 02Agent

    Signals are normalized

    The agent removes duplicates, classifies channel and account context, and preserves source links.

  3. 03Agent

    Themes and evidence are drafted

    The workflow groups feedback, surfaces representative evidence, and marks uncertainty or conflicts.

  4. 04Human

    Owner reviews themes

    A product or CX owner validates theme merges, labels, priority, and action ownership as the terminal step.

Decision boundary

Human approval is the boundary.

The approval node is terminal today. A post-approval send or write happens only through a separate manual or newly triggered continuation.

Required decision

A product or CX owner validates every theme merge, priority, and action owner; publishing requires a separate continuation.

Approval recorded

Actor, decision, edits, and timestamp join the receipt.

Separate continuation

External write

Nothing resumes silently after the human decision.

Proof of execution

Execution receipt.

The output is not just a result. It carries the trigger, evidence, proposed actions, decision, and final workflow state.

Illustrative receipt

sample · run_feedback_analyzer_01

Decision recorded
Batch definition and source channels
captured · evidence_01
Normalization and deduplication result
captured · evidence_02
Theme evidence and confidence
captured · evidence_03
Owner merge and priority decisions
captured · evidence_04
Owner decision and continuation status
approved · continuation_not_started

Output · Evidence-linked themes, proposed priorities, action ownership, and owner decision receipt.

Connected work

Example systems in this workflow

These are illustrative system choices, not a claim that every one is a native connector. Configure supported native tools, MCP servers, OpenAPI imports, or approved HTTP tools for your environment.

IntercomSalesforceSlack

Deployment boundary

Run the workflow in Zilionix Cloud, inside your VPC, or through the self-hosted deployment path while keeping organization-scoped data and credentials inside the selected boundary.

Zilionix Cloud

Your VPC

Self-hosted

Policy before autonomy

Guardrails for this run.

  • Every theme links back to permitted source evidence.

  • Low-volume and conflicting themes are marked rather than promoted automatically.

  • Theme merges and action assignments require an accountable owner.

  • Access to account-linked feedback follows workspace permissions.

External evidence

Benchmark the opportunity.

This source illustrates the surrounding business problem. It is not a Zilionix deployment, customer result, or performance guarantee.

Bring this workflow into view.

Map the trigger, tools, approval boundary, and execution receipt against the way your team already works.