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AI agent that triages bug reports into the backlog

Each bug report sent through Fluent Forms goes to an AI agent that estimates severity, writes clear reproduction steps, and can create a ClickUp task for it and alert your developers in a Discord channel.

Fluent Forms AI Agent ClickUp Discord

4 steps Setup ~8 min Used on 355 sites Productivity Free to import

The AI agent that triages bug reports into the backlog workflow on the FlowMattic canvas, with 4 steps across Fluent Forms, AI Agent, ClickUp, Discord
The workflow as it appears in the builder after import. Each step opens for editing.

What this workflow does

Bug reports from users are hard to act on as written. They mix symptoms with guesses, leave out steps, and arrive without any sense of how serious they are. Someone has to rewrite each one before a developer can use it. This workflow gives that rewrite to an AI agent and puts the result where your developers already work.

A visitor submits your Fluent Forms bug form, and FlowMattic passes their email, the description and the steps they listed to the AI Agent. On OpenAI GPT-4o, the agent is instructed to estimate severity, write clear repro steps, create a ClickUp bug and alert the dev channel. Its ClickUp tool creates a task from a name and description the agent writes. Its Discord tool posts a channel message, also in the agent's words.

The severity estimate is the agent's judgement from the report text, and it lives in the task text, not in a ClickUp priority setting. The agent chooses when to call each tool. For the first reports, open Task History to see the task and the Discord alert it produced, then adjust the system prompt if the format needs work.

SaaS product with a public bug form

Customers report problems in their own words. Developers see a ClickUp task with repro steps and a severity note, plus a Discord ping in the dev channel.

WordPress plugin support

Plugin users submit bugs from your site. The agent turns vague reports into steps a developer can try, before anyone opens the ticket.

Beta testing program

Testers file many short reports. Each becomes a consistent ClickUp task, so the team can sort the backlog without rewriting every entry.

How this workflow runs

What happens at each step once the workflow is on, and what you need before you import it.

  1. Step 1Trigger
    Fluent Forms New Form Submission

    Fires on each bug report submitted through Fluent Forms. The reporter's email, the message and the steps field are passed to the AI Agent.

  2. Step 2Action
    AI Agent Execute Agent

    Sends the report to an AI agent on OpenAI GPT-4o, instructed to estimate severity, write clear repro steps, create a ClickUp bug and alert the dev channel.

  3. Step 3Tool
    ClickUp Create Task

    Agent tool: creates a ClickUp task. The agent writes the task name and the description, including its severity estimate and the repro steps.

  4. Step 4Tool
    Discord Send Channel Message

    Agent tool: posts a message in a Discord channel to alert your developers, worded by the agent from its triage.

What you need

  • FlowMatticCore
  • Fluent Forms PluginPlugin
  • AI ProviderAccount
  • ClickUp AccountAccount
  • Discord AccountAccount

After importing, map your own data. To keep the template universal, not every step is pre-filled. Open each step in the builder and connect your accounts and fields (channels, lists, sheets, recipients) before you switch the workflow on.

Make it yours

Changes worth making after you import it.

  • Describe your severity scale in the agent's system prompt, for example Critical, High, Medium and Low with one line on each, so estimates are consistent between reports.
  • Ask the agent to include the reporter's email in the ClickUp description, so a developer can follow up when the repro steps do not work.
  • Add a Filter after the trigger that stops runs where the message field is empty, so blank or junk submissions never reach the agent.

Questions about this workflow

Does the ClickUp task get a priority based on the agent's severity estimate?

Not as imported. The ClickUp tool only takes a task name and a description, so the severity appears in the text. Map a priority yourself if the ClickUp action in FlowMattic offers one.

What fields does my Fluent Forms bug form need?

The template uses email, message and steps. Name your fields to match, or remap the agent's input after one test submission.

Will every report become a ClickUp task and a Discord alert?

The agent is told to do both, but it chooses when to call each tool. Check Task History for the first few reports, and refine the system prompt if one is skipped.

Does the bug reporter get a reply?

No. Nothing in the workflow emails the reporter. Add an Email step after the AI Agent if you want to confirm each report was received.

Import this workflow into your WordPress site

Download the JSON, import it from the Workflows screen and connect your accounts. Every run stays on your server, with no per-task fees.

30-day money-back guarantee Unlimited workflows and runs Self-hosted

Customers who run it every day

Rated 4.8 out of 5 by customers
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The software works really well, and the team is adding integrations constantly, so I'm positive it eventually will catch up with Zapier. The flows are very easy to create and if you have any doubt, the team will give you great support.

Kai P.

Easy to use, familiar UI for automating all kinds of wordpress tasks. Integrating all our plugins together is key and flowmattic fits the job perfectly.