MARKET RESEARCH

Strategy-Shift Slack Alert from New Earnings Transcripts

When a webhook reports a new competitor transcript URL, scans it for strategy pivots and high-priority keywords, and posts an alert to Slack only when a material shift is detected.

CategoryMarket Research
Enginesim
Difficultyintermediate
Triggerwebhook
Steps5
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerWebhook: new transcript URLHTTP webhook
  • ActionFetch and clean transcriptFirecrawl
  • ActionScore against strategy watchlistOpenAI
  • LogicContinue only if materiality threshold met
  • OutputPost strategy-shift alert to SlackSlack

What it does

Turns a freshly published competitor transcript into a same-day Slack alert, but only when something actually matters. It reads the transcript, scores it against your watchlist of strategic themes (pricing changes, market exits, new bets, layoffs), and pings the channel with the specific quotes when a threshold is crossed.

When to use it

Use it when timing matters and you don't want noise. Good for execs and strategy leads who want to hear about a competitor's pivot within hours, not from a weekly digest, and only when the call signals a genuine change.

How it works

  1. 1A webhook delivers a new transcript URL (from your IR-monitoring source).
  2. 2Firecrawl fetches and cleans the full transcript text.
  3. 3OpenAI classifies each section against your strategy-theme watchlist and returns a materiality score with supporting quotes.
  4. 4A logic gate continues only if the score clears your alert threshold.
  5. 5Slack posts the competitor name, the detected shift, and the verbatim quotes to your channel.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect HTTP webhookTrigger any URL on agent actions.
  2. 2
    Connect FirecrawlCrawl, scrape, structured extract.
  3. 3
    Connect OpenAIModels, embeddings, files.
  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.

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