Pull latest Signals, Companies, and Contacts from HubSpot CRM.

Join Signals × Companies × Contacts into enrichment rows.

Send signal text to GPT-4.1-mini to extract company, project, country, commodity, activity type.

Validate contacts, search LinkedIn, enrich via Apify and Apollo, select top 4 per signal.

Join candidate data with HubSpot records and produce the Summarised Candidates table.

Push enriched contacts and associations back to HubSpot CRM.