MARKET RESEARCH

Real-Time Earnings Transcript Guidance Alert to Slack

When a webhook signals a watched competitor has posted a new earnings transcript, it scrapes the call, pulls the guidance changes and surprise quotes.

CategoryMarket Research
Enginesim
Difficultybeginner
Triggerwebhook
Steps5
Setup~5 min

How it runs

The automated pipeline, trigger to output.

  • TriggerWebhook signals new transcript postedHTTP webhook
  • ActionFirecrawl scrapes the transcript URL from payloadFirecrawl
  • LogicVerify full transcript present, not stub or paywall
  • ActionOpenAI extracts guidance deltas and key quotesOpenAI
  • OutputPost decision-ready alert to Slack channelSlack

What it does

Listens for a notification that a competitor's earnings transcript is live, immediately mines it for the most market-moving items — guidance revisions, notable management quotes, and any new strategic commitments — and posts a short, decision-ready alert to your team's Slack channel.

When to use it

When speed matters: trading desks, comms teams, or product strategists who need to know within minutes (not days) what a rival just told the street, so they can react before the news cycle settles.

How it works

  1. 1An inbound webhook fires when your transcript-watcher detects a new call posting.
  2. 2Firecrawl scrapes the transcript URL carried in the webhook payload.
  3. 3A logic step confirms the page is a full transcript and not a placeholder or paywall stub before continuing.
  4. 4OpenAI extracts the top guidance changes and pulls the two or three most consequential verbatim quotes.
  5. 5A formatted alert with headline, deltas, and quotes is posted to the designated Slack 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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