Professional control
Fairy is assistive technology. Legal professionals remain responsible for judgment, verification, advice, filings and decisions.
Source awareness
Where source-backed research is available, Fairness aims to preserve the connection between generated analysis and the material used to support it.
Permission awareness
AI-assisted features should operate within the same authorised matter and firm context available to the user rather than bypassing platform access controls.
Continuous evaluation
Fairness should be evaluated for reliability, unsafe failure modes and material product changes as models, providers and legal workflows evolve.