MARKET RESEARCH
On-Demand Single-Transcript Theme Card
Accepts a transcript URL via webhook, extracts the key themes, guidance changes, and notable quotes with an LLM, and creates a structured Notion page for that one earnings call.
How it runs
The automated pipeline, trigger to output.
- TriggerWebhook receives transcript URLHTTP webhook
- LogicValidate payload, reject if URL missing
- ActionScrape transcript to textFirecrawl
- ActionExtract themes, guidance, quotesOpenAI
- OutputCreate structured Notion call pageNotion
What it does
A lightweight, single-call workhorse. You send it one transcript URL — from a research tool, a browser extension, or another workflow — and it returns a clean, structured Notion page for that earnings call: top themes, sentiment, guidance direction, and three pull-quotes. No tracked list, no schedule; it processes exactly what you hand it.
When to use it
When an analyst is reading ad hoc and wants to capture a single call into a consistent format without setting up a full tracked-competitor pipeline. Pairs well as a building block other workflows call.
How it works
- 1A webhook receives a POST containing the transcript URL and company name.
- 2The flow validates the payload and rejects requests missing a URL.
- 3Firecrawl scrapes the transcript page to text.
- 4OpenAI extracts themes, sentiment, guidance direction, and supporting quotes as structured JSON.
- 5A Notion page is created from a fixed template so every captured call looks identical and is easy to scan later.
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 NotionPages, databases, comments.
- 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.

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