MARKET RESEARCH
Earnings-Call Quote-Backed Slack Digest
When a transcript URL is dropped via webhook, scrapes it, extracts the top strategic statements with exact quotes, and posts a threaded digest to a Slack channel.
How it runs
The automated pipeline, trigger to output.
- TriggerWebhook receives transcript URLHTTP webhook
- ActionScrape transcript with FirecrawlFirecrawl
- ActionExtract + rank top strategic quotes (OpenAI)OpenAI
- LogicSplit headline vs. supporting quotes
- OutputPost threaded digest to SlackSlack
What it does
Gives analysts an instant, quote-backed digest the moment a transcript becomes available. Drop a URL into the webhook, and the workflow scrapes the call, isolates the most strategically loaded statements, and posts them to Slack as a clean thread: headline takeaway up top, supporting verbatim quotes in replies.
When to use it
Use it during live earnings season when you want a fast, sharable read in the team channel right after a call posts, without waiting for the scheduled quarterly sweep. Good for trading-desk-style fast turnarounds and product teams reacting to a rival's announcement.
How it works
- 1An incoming webhook receives the transcript URL (from a bookmarklet, form, or another tool).
- 2Firecrawl scrapes the page into clean text.
- 3OpenAI ranks and extracts the top strategic statements, each with an exact quote and speaker attribution.
- 4A logic step routes high-signal items to the main message and the rest into thread replies.
- 5Slack posts the headline takeaway, then the supporting quotes as a thread.
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.
More Market Research workflows
Weekly Materiality-Ranked Filing Digest by Email
Each Friday, aggregates the week's regulatory filings across the coverage universe, ranks them by materiality.
Earnings Keyword-Spike Alert into Linear
Scans new earnings-call transcripts for a set of strategic keywords you care about, and when a competitor's mention frequency spikes above its historical baseline.
Allocate Sales Territory TAM from BigQuery Geo Data to HubSpot
When triggered by a webhook, queries BigQuery public ZIP-level business data to compute TAM per sales territory.
Discover Adjacent Segments from BigQuery and Rank Expansion Bets
On a schedule, scans BigQuery public industry data for fast-growing NAICS sectors adjacent to your core segments, scores them as expansion bets.
Blend BigQuery TAM with Live Competitor Signals into a Notion Brief
On demand, sizes a chosen segment from BigQuery public data, gathers current competitor signals via Brave Search, and synthesizes a one-page market brief into Notion.
Cross-Competitor Theme-Shift Analyst
An agent that gathers the latest earnings transcripts across all tracked competitors, compares this quarter's themes against the prior quarter stored in Coda.
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.
14-day trial. No DevOps. No Sales call. Provisioned in under a minute.
