SOCIAL MEDIA

Negative theme to Linear triage ticket

On demand, an agent investigates a flagged negative community theme across Discord and X, decides if it is a product issue.

CategorySocial Media
Enginepaperclip
Difficultyadvanced
Triggermanual
Steps5
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerManual run with flagged theme
  • ActionGather Discord + X evidenceExa
  • LogicClassify as product defect vs. gap vs. noise
  • ActionOpen triaged Linear ticketLinearLinear
  • OutputReport outcome to comms SlackSlack

What it does

Turns a recurring community complaint into a tracked engineering item. Given a flagged theme, an agent gathers the supporting Discord messages and X posts, judges whether the root cause is a real product defect versus a support or messaging gap, and — only for genuine product issues — files a Linear ticket with a clear title, repro signals, affected-user estimate, and a link bundle.

When to use it

Use it when negative sentiment themes keep surfacing but get lost between comms and engineering. This closes the loop by routing the product-caused ones into the eng backlog with evidence already attached.

How it works

  1. 1A manual trigger starts the run with a named theme.
  2. 2The agent pulls related Discord messages and searches X via Exa for matching reports.
  3. 3It reasons about whether the theme is a product defect, a support gap, or noise.
  4. 4A logic branch proceeds only for product defects.
  5. 5It opens a triaged Linear ticket with summary, evidence links, and affected-user estimate, then posts the outcome to the comms Slack channel.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect DiscordCommunity channels + voice + bots.
  2. 2
    Connect ExaNeural search across the web.
  3. 3
    Connect LinearIssues, projects, cycles, triage.
  4. 4
    Connect SlackChannels, DMs, threads, mentions.
  5. 5
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  6. 6
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  7. 7
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

Run this workflow in your colony.

14-day trial. No DevOps. No Sales call. Provisioned in under a minute.