HUMΛN BuiltCloudHybridSetup: low
Market intelligence that thinks, not just watches.
Audiences: Product · Marketing · Strategy · Engineering
What this solves
Competitor tracking, product gap analysis, and content opportunity scouting need continuous signal ingestion, quality judgment, and role-specific artifact delivery — not manual searches.
Included connectors
RSS
Feed ingestion from approved sources
Slack
Brief delivery to channels
Brave Search
Web search for signal sources
Example workflow
- human: Entity watch starts — Admin selects a preset and enters competitor entities.
- ai: Scan + normalize — Source Scout pulls signals; Normalizer unifies structure.
- ai: Judge + route — Signal Judge scores quality; Delivery routes to Slack or Companion.
- system: Learning — Like/dismiss feedback improves confidence over time.
Trust boundaries
- Only approved domains are scanned per preset configuration.
- Learning engine tuning proposals require admin approval before application.
- All signal judgments and delivery outcomes recorded as feedback.
Approval model
PRD drafts and integration assessments always route through Workforce Cloud for human review. Content briefs auto-deliver by default.
Deployment
CloudHybridGovernance tags
learning-enabledapproval-gateconfidence-driven