MARKET RESEARCH
Summarize Competitor Earnings Calls into a Slack Sentiment Digest
After a competitor's earnings call transcript posts, scrape it, score management tone and forward-looking statements.
How it runs
The automated pipeline, trigger to output.
- TriggerWebhook: new earnings-call transcript publishedHTTP webhook
- ActionScrape full transcript textFirecrawl
- ActionScore tone, guidance language, and top Q&A exchangesOpenAI
- LogicRoute by impact: high-impact gets @here, routine posts quietly
- OutputPost sentiment digest to Slack channelSlack
What it does
Turns a freshly posted earnings-call transcript into a same-day Slack briefing: what management emphasized, where their tone shifted versus prior quarters, the most notable analyst Q&A exchanges, and an overall sentiment read your team can scan in thirty seconds.
When to use it
Use it on earnings days when you need a fast, structured take on a rival's call without waiting for sell-side notes. Ideal for product, strategy, and exec teams who want the gist plus the two or three quotes that matter.
How it works
- 1A webhook fires when your transcript source publishes a new call for a tracked company.
- 2Firecrawl scrapes the full transcript text, including the prepared remarks and Q&A.
- 3OpenAI scores management sentiment, flags forward-looking guidance language, and pulls the top analyst exchanges into a digest.
- 4A logic step routes high-impact calls (guidance change or sentiment swing) to an @here mention, routine calls to a quiet post.
- 5The digest posts to your competitive-intel Slack channel with a link to the source transcript.
Set it up
What you configure once, before turning it on.
- 1Connect FirecrawlCrawl, scrape, structured extract.
- 2Connect OpenAIModels, embeddings, files.
- 3Connect SlackChannels, DMs, threads, mentions.
- 4Connect HTTP webhookTrigger any URL on agent actions.
- 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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Run it inside a business
This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.

Run this workflow in your colony.
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