MARKET RESEARCH

Real-Time Earnings Call Theme Alert

When a tracked competitor posts a new transcript, it extracts the headline themes and surprises within minutes and pushes a concise alert to your team's Slack channel.

CategoryMarket Research
Enginesim
Difficultyintermediate
Triggerevent
Steps5
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerNew competitor transcript detectedExa
  • ActionScrape the new transcriptFirecrawl
  • ActionExtract headline themes and surprisesOpenAI
  • LogicSuppress alert if nothing materially new
  • OutputPost concise alert to SlackSlack

What it does

It watches for freshly published transcripts from your competitor set and, as soon as one appears, scrapes it, extracts the top themes and any surprises or guidance changes, and fires a short Slack alert so your team reacts the same day rather than days later.

When to use it

Use it during active earnings season when timing matters — you want to know a rival raised guidance, flagged a new product bet, or shifted tone before the news cycle digests it.

How it works

An Exa-backed monitor polls for new transcript publications across the tracked tickers and triggers when one is detected. Firecrawl grabs the full text. OpenAI extracts the three to five dominant themes plus any items framed as new, surprising, or a change from prior guidance. A logic step suppresses the alert if nothing materially new is found, keeping noise down. When there is signal, a tight summary with the company, key themes, and standout quotes is posted to a Slack channel.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect ExaNeural search across the web.
  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.

14-day trial. No DevOps. No Sales call. Provisioned in under a minute.