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.
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
- 1An inbound webhook fires when your transcript-watcher detects a new call posting.
- 2Firecrawl scrapes the transcript URL carried in the webhook payload.
- 3A logic step confirms the page is a full transcript and not a placeholder or paywall stub before continuing.
- 4OpenAI extracts the top guidance changes and pulls the two or three most consequential verbatim quotes.
- 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.
- 1Connect HTTP webhookTrigger any URL on agent actions.
- 2Connect FirecrawlCrawl, scrape, structured extract.
- 3Connect OpenAIModels, embeddings, files.
- 4Connect SlackChannels, DMs, threads, mentions.
- 5Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 6Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 7Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.

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