Bias auditing and validation
Independent credibility: auditing the synthesis, researching outputs and publishing findings.
AI synthesis layer
Submissions are clustered by theme, stakeholder type and position. Policy officers receive a structured summary that turns weeks of reading into hours.
- Independent bias audit by an academic partner
- Raw submissions always available beside the summary
- Minority and dissenting views flagged, never lost
Bias auditing and validation
Independent credibility: auditing the synthesis, researching outputs and publishing findings.
Citation and attribution for experts
Expert submissions are attributed, timestamped and citable. Contributions that inform decisions are flagged.
A profile that grows with you
A verified record of policy contributions builds professional standing in a way no workshop attendance can.
How the AI synthesis is kept honest
The clustering approach, how raw submissions stay visible, and how an academic partner audits the synthesis for bias.
Read the methodologyFor the continent
A replication toolkit so any AU member state can stand up its own structured consultation infrastructure.