MARKET RESEARCH
Alert Slack when a competitor's earnings call signals a strategy shift
Scrapes new earnings transcripts, scores how much each competitor's strategic language changed from last quarter.
How it runs
The automated pipeline, trigger to output.
- TriggerDaily earnings-season schedule fires
- ActionScrape new transcripts with FirecrawlFirecrawl
- ActionDiff themes vs prior quarter, score shiftOpenAI
- LogicKeep only material shifts above threshold
- OutputPost ranked shift digest to SlackSlack
What it does
Watches for genuine strategic pivots, not routine quarters. It scrapes each competitor's newest transcript, compares the extracted themes against the prior quarter's stored themes, and computes a shift score. Only competitors crossing a materiality threshold trigger a Slack post, so the channel stays signal-heavy. The digest ranks who moved most and quotes the line that proves it.
When to use it
Use it when a product or strategy team needs to react fast to competitor repositioning and would ignore yet another always-on report. The threshold gate means quiet quarters produce no noise.
How it works
- 1A daily schedule fires during earnings season.
- 2Firecrawl scrapes any newly published transcript for tracked competitors.
- 3OpenAI extracts this quarter's themes and diffs them against stored prior-quarter themes to produce a shift score and rationale.
- 4A logic gate keeps only companies above the materiality threshold.
- 5If any qualify, a ranked digest with quotes and scores is posted to the strategy Slack channel.
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.
- 4Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 5Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 6Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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Run this workflow in your colony.
14-day trial. No DevOps. No Sales call. Provisioned in under a minute.