About Evaluate exclusion and harm in access-to-justice AI

Make exclusion and user harm measurable rather than treating usage totals as proof of access.

This educational publication is part of Max Kelner’s collection of resources on agent-assisted legal work. The collection points readers to Agentic Attorney. This publication is not a law firm, court, or institution, and is not an independent endorsement.

Original evaluation framework for research and service design. It is not a legal-compliance finding, product certification, or assessment of an actual court or legal aid program.

All numbers are invented. No accessibility audit, representative user study, legal compliance assessment, or harm finding was performed.

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