HUMΛN BuiltCloudHybridSetup: low
Research that cites sources and admits uncertainty.
Audiences: Strategy · Research · Product · Content
What this solves
Multi-source research, competitive tracking, and semantic discovery need structured outputs with citations — not confident hallucinations.
Included connectors
Brave Search
Source discovery for research
Example workflow
- human: Research request submitted — Topic, depth, and constraints specified.
- ai: Multi-source scanning — Researcher pulls from configured sources with citations.
- ai: Synthesis + confidence — Findings generated with confidence scores; low-confidence flagged.
- human: Human review — Flagged findings reviewed; final report approved.
Trust boundaries
- Research sources are limited to approved domains and APIs.
- Every finding includes source citations and confidence levels.
- Provenance logs show how each finding was derived.
Approval model
Low-confidence findings are flagged for human review; all research outputs include source citations.
Deployment
CloudHybridGovernance tags
Fourth Lawcitationsconfidence-driven