SOCIAL MEDIA
Turn Angry Creator Mentions Into Linear Issues With Full Context
Detects negative mentions from high-reach creators and opens a prioritized Linear issue containing the conversation transcript, follower count, and a suggested reply draft.
How it runs
The automated pipeline, trigger to output.
- TriggerScheduled mention + follower scrapeApify
- ActionClassify sentiment and draft replyOpenAI
- LogicFilter negative + high-reach creators
- LogicSet priority from severity and reach
- OutputCreate assigned Linear issue with contextLinear
What it does
Catches negative brand mentions, filters for accounts with meaningful reach, and creates a tracked Linear issue for each one. Each issue carries the full conversation, the creator's follower count, and an AI-drafted response so an owner can act and the work is auditable.
When to use it
When your team treats reputation risk like real work that belongs in a tracker, not a chat that scrolls away. Ideal for routing influential unhappy creators to a named owner with SLA-style priority.
How it works
- 1On a schedule, an Apify actor pulls recent mentions and the author's follower count.
- 2OpenAI classifies sentiment and, for negative ones, drafts a calm suggested reply.
- 3A branch keeps only negative mentions from accounts above a follower threshold.
- 4Issue priority is set from severity and reach so the loudest, largest accounts rise to the top.
- 5A Linear issue is created with the transcript, author stats, link, and draft reply, assigned to the reputation owner.
Set it up
What you configure once, before turning it on.
- 1Connect ApifyActors, scrapers, datasets.
- 2Connect OpenAIModels, embeddings, files.
- 3Connect LinearIssues, projects, cycles, triage.
- 4Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 5Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 6Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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Run it inside a business
This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.
Run this workflow in your colony.
14-day trial. No DevOps. No Sales call. Provisioned in under a minute.