LEAD GENERATION
Weekly hiring-signal digest clustered by account
Aggregates a week of scraped job postings across your tracked accounts, clusters them by company and theme.
How it runs
The automated pipeline, trigger to output.
- TriggerWeekly schedule fires
- ActionScrape tracked accounts' careers pagesApify
- LogicFilter, cluster, and rank by hiring velocity
- ActionSummarize what each account's pattern impliesOpenAI
- OutputPost the prioritized digest to SlackSlack
What it does
Replaces a noisy real-time feed with a calm weekly readout. It collects every relevant posting across your tracked accounts for the week, groups them by company, and highlights accounts showing a hiring burst, which is a stronger signal than any single role.
When to use it
Use this for pipeline reviews and Monday planning, when you want a ranked view of which accounts are investing heavily rather than a stream of one-off pings.
How it works
- 1A weekly schedule fires the digest run.
- 2Apify scrapes the careers pages of all tracked accounts and returns the week's postings.
- 3A logic step filters to relevant departments and clusters postings by company and theme.
- 4The flow ranks accounts by hiring velocity and signal strength, surfacing bursts at the top.
- 5OpenAI writes a tight summary per top account explaining what the hiring pattern implies.
- 6A formatted digest is posted to your team's Slack channel for the weekly review.
Set it up
What you configure once, before turning it on.
- 1Connect ApifyActors, scrapers, datasets.
- 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 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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