Research concept • Proposal submitted

Disability Disclosure and Frontier AI

Does disclosing significant physical disability cause frontier AI to narrow otherwise-capable adults’ options and ambitions?

Status: Research proposal submitted to a private frontier-AI research program in September 2026. This page describes the proposed study; it does not imply selection, funding, active data collection, or completed findings.

Proposed design

The concept uses paired prompts with and without disability disclosure, structured evaluator ratings, qualitative interviews, and a codebook. Planned evaluation domains include response quality, agency, scope of options, and whether disability disclosure changes the ambitions or pathways the model presents.

Why it matters

AI systems increasingly participate in career, education, planning, and life-decision conversations. A system can sound supportive while still narrowing the future it imagines for someone. This study is designed to make that possibility measurable and discussable.

AI evaluationDisability disclosureAgencyMixed methodsHuman judgment