Automatically triage and route project feedback with AI

AI reads incoming project feedback, classifies it, alerts the right team in Slack, and confirms receipt with the sender.

How the work actually flows

It branches. Every path runs.

Pattern: Parallel Split (2)

flowchart TD trig>"feedback submitted via form or chat"]:::trig s0["receive feedback submission"]:::task s1["normalize submission format"]:::task s2["classify with AI"]:::svc trig --> s0 s0 --> s1 s1 --> s2 gx{"+ distribute classified feedback"}:::gate s2 --> gx p00["log feedback in notion"]:::task gx -->|"log record"| p00 p10["post to slack channel"]:::task gx -->|"alert team"| p10 p20["email confirmation to sender"]:::task gx -->|"confirm sender"| p20 p00 --> out p10 --> out p20 --> out out[/"logged categorized feedback with team alert"/]:::out pay{{"urgent issues no longer get buried"}}:::pay out --> pay 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 serviceEvery pathResultPayoff
Build size
Advanced

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

Business functions
Email AutomationMessaging & NotificationsAPI & Webhook IntegrationSurvey & FeedbackProject & Task Management
Connects
OpenAINotionSlackGmail
Featured in

The problem it solves

Feedback, questions, and blockers come in from forms, Slack, and email, and it's hard to keep track of what's urgent versus what can wait. Important issues get buried in the noise and stakeholders are left wondering if anyone saw their message. This sorts every submission automatically and makes sure someone follows up.

Who it fits

Project managers and operations teams handling a steady stream of project feedback.

How it works

  1. Feedback submitted through a form, Slack, or internal tool triggers the workflow
  2. The submission is cleaned up into a consistent format
  3. AI classifies it as a blocker, task, question, status update, or resource request, and rates urgency and sentiment
  4. The classified feedback is logged in Notion and posted to the right Slack channel
  5. A confirmation email is sent back to the person who submitted it
What you get

Feedback that reaches the right team fast

You get project feedback classified and routed to the right team instantly, with senders notified their message was received.

What you get

A logged, categorized feedback item in Notion, a Slack alert to the right team, and a confirmation reply to the sender.

What you need

An OpenAI account, a Notion workspace, a Slack workspace, and a Gmail account.

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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