Automatically triage and route product testing feedback

AI reads incoming product feedback, sorts it by type and urgency, and routes it to Jira, Slack, or Notion automatically.

How the work actually flows

It branches. Exactly one path is taken; a person is alerted when a step fails.

Pattern: Exclusive Choice (4)

flowchart TD trig>"feedback submitted via form or slack"]:::trig s0["standardize feedback message"]:::task s1["classify type and confidence"]:::svc s2[("log issue across tools")]:::store s3(("send for manual review")):::human trig --> s0 s0 --> s1 s2 --> s3 gx{"× confidence high enough"}:::gate s1 --> gx p00["log to Jira Notion Sheets"]:::task gx -->|"high confidence"| p00 p10["send for manual review"]:::task gx -->|"low confidence"| p10 p00 --> s2 p10 --> s2 out[/"feedback logged and routed correctly"/]:::out pay{{"faster triage with no missed bugs"}}:::pay s3 --> out out --> pay esc(("Alerts a person")):::human s2 -. "if it fails" .-> esc esc -.-> out classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
Starts itA stepAn outside serviceA personA record or sheetOne path onlyResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
Email AutomationMessaging & NotificationsSpreadsheet & Database OpsAPI & Webhook IntegrationSurvey & FeedbackProject & Task Management
Connects
OpenAIJiraSlackNotionGoogle SheetsGmail

The problem it solves

When testers send you feedback through forms, Slack, or email, sorting out real bugs from feature requests and noise takes real time. Important issues can sit unread while your team argues about who should handle what, and testers never hear back.

Who it fits

Product managers and QA teams running user acceptance testing or beta programs.

How it works

  1. Feedback submitted through a form or Slack triggers the system
  2. The message is cleaned up and organized into a consistent format
  3. AI classifies it as a critical bug, feature request, UX issue, or noise, and rates its confidence
  4. Low-confidence results are sent to a person for manual review by email and Slack
  5. Confirmed issues are logged to Jira, Notion, and Google Sheets, with a message posted to your team's Slack
What you get

Feedback sorted and routed to the right team

Incoming product feedback gets classified and routed automatically to Jira, Slack, or Notion, so your team sees what matters right away.

What you get

A logged, categorized feedback item routed to the right tool, with a manual review flag when the AI isn't sure.

What you need

An OpenAI API key, plus Jira, Slack, Notion, Google Sheets, and Gmail accounts.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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