The Mandate
The decision, source scope and collection priorities give every engagement a shared direction.
Reasoning with a shared direction.
Purpose-built agents connect human knowledge with frontier reasoning, from preparation to assessment.
Applied Reasoning
Three responsibilities. One continuous inquiry.
Each agent has a defined role. Context remains connected throughout, so what is learned can change what happens next.
Dedicated Mission Lead
One lead, from question to delivery.
A human lead works directly with your team, directs the mission and is accountable for delivery.
Agent Responsibilities UNFAIR LABS
Prepare
The right questions begin before the conversation.
The mandate, participant context and permitted background become a prepared inquiry.
- Decision to inform
- Relevant experience
- Priorities to resolve
Engage
The answer informs the next question.
Live dialogue follows the participant’s knowledge. Agents clarify a claim, examine a condition and pursue an unexpected answer.
- Follow the account
- Ask for the detail
- Test the distinction
Assess
Keep the conclusion connected to its source.
Contributions are assessed against the requirement, with support and uncertainty retained.
- Source-linked findings
- Points of disagreement
- Questions still open
One connected mission record. Your team retains decision authority.
Mission Context
The context carries forward.
Preparation, dialogue and assessment work from a connected record. Each step builds on what has been learned.
Source Context
Relevant experience, permitted background and the account itself remain connected to the findings.
The Assessment
Reviewed contributions, corrections and open questions inform the next engagement.
Your team retains the decision. We carry the work.
Assessment Standards
Clarity is a standard of the work.
Firsthand experience, reported information and analytical interpretation have different kinds of support. Our assessments preserve those distinctions.
Keep the source in view.
Findings remain connected to the accounts behind them. Source context explains what a person experienced, what they learned from others and where interpretation begins.
Make disagreement visible.
Conflicting accounts stay part of the assessment. Corrections update the interpretation while preserving the original contribution and its context.
State what remains unknown.
A gap in coverage is not a conclusion. The brief identifies what available information cannot resolve and what could change the judgment.
Research Basis
Confidence alone is not corroboration. Assessment remains connected to human contributions, sources and uncertainty.
Mission Continuity
The next inquiry starts better informed.
A finding can change the next question. The mission can engage another participant, return to an earlier participant for clarification or follow-up, or move to a completed brief.
Explore Adaptive Inquiry