MARKET RESEARCH

Agent investigates a sudden rating drop and reports root cause

When a webhook reports the app's rolling rating fell below target, an agent gathers recent reviews, correlates them with the release timeline.

CategoryMarket Research
Enginepaperclip
Difficultyadvanced
Triggerwebhook
Steps5
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerWebhook: rolling rating below targetHTTP webhook
  • ActionScrape recent reviews for contextApify
  • LogicCorrelate review themes with release timeline
  • LogicReason to likely culprit feature and confidence
  • OutputPost root-cause brief to SlackSlack

What it does

Kicks off when an external monitor posts that the app's rolling average rating dropped below your target. An agent then investigates: it pulls recent reviews, reads them against the release and changelog timeline, reasons about which feature change most likely caused the dip, and writes a root-cause brief with confidence level, evidence quotes, and a recommended next step, then delivers it to Slack.

When to use it

Use it when you want more than an alert — a first-pass investigation. Good for on-call product owners who get pinged about a rating drop and need a starting hypothesis fast instead of manually reading dozens of reviews.

How it works

  1. 1A webhook fires when rolling rating falls below target.
  2. 2Apify scrapes recent reviews for context.
  3. 3The agent correlates review themes with the release and changelog timeline.
  4. 4It reasons to a likely culprit feature and confidence level.
  5. 5It drafts a root-cause brief with evidence and a recommendation.
  6. 6Slack receives the brief for the on-call product owner.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect HTTP webhookTrigger any URL on agent actions.
  2. 2
    Connect ApifyActors, scrapers, datasets.
  3. 3
    Connect SlackChannels, DMs, threads, mentions.
  4. 4
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  5. 5
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  6. 6
    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.