Is the AI Fair? Bias, Recourse, and Your Rights as a Candidate (2026)
The honest, not-vendor-framed answer: mixed. And here is what you can actually do about it.
Is AI Interviewing Fair? The Honest Answer
The honest answer is mixed. Leading platforms (HireVue, Sapia) publish methodology, conduct third-party bias audits, and explicitly exclude sensitive characteristics from scoring algorithms. Their transparency is meaningful compared to the unregulated norm of five years ago.
But training data bias persists in all AI systems, including the most responsible ones. When an AI is trained on historical interview data, it learns patterns from a population that was itself subject to historical biases. Independent research confirms that certain groups - neurodivergent candidates, non-native speakers, candidates with atypical speech patterns - face measurable disadvantage in algorithmically scored interviews, even where no intentional bias was built in.
The regulatory response to this gap is the wave of laws from 2020-2026 (NYC Local Law 144, Illinois AIVIA, EU AI Act). These laws exist because regulators concluded that the self-reported fairness of AI hiring tools was insufficient. They now require independent audits, transparency, and candidate rights.
The Research
Benson et al. 2025 (Wiley International Journal of Selection and Assessment)
Autistic and neurotypical candidates’ responses to algorithmically scored asynchronous video interviews differ measurably in length and content. Modified question formats did not close the gap. The authors recommend accommodation mechanisms as a necessary mitigation. Cited at IJSA 2025.
Zurich Insurance UK (2024-2025 survey data)
Half of neurodivergent adults surveyed reported experiencing discrimination in the job search process. One in six reported that a job offer had been rescinded following disclosure of their condition. Widely cited in UK neurodiversity advocacy coverage.
HireVue ORCAA audit (2021)
HireVue commissioned an independent algorithmic audit by ORCAA (Organization for Responsible Algorithmic Auditing). The audit found no evidence of illegal bias in the tested models. It also resulted in the removal of facial expression scoring. Noted for transparency even where critics observed that the audit scope was self-defined by the buyer.
Your Rights by Jurisdiction
Summary below. Full statute text and candidate-practical checklists at the legal landscape page.
NYC Local Law 144 (AEDT)
Enforcement from 5 July 2023- ■10 business days notice before AEDT use
- ■Disclosure of characteristics analysed
- ■Right to request alternative selection process
- ■Right to reasonable accommodation
- ■Right to see the published bias audit summary (annual, independent)
Illinois AIVIA
In force since 1 January 2020; expanded 2026- ■Standalone notice that AI will be used (not buried in ToS)
- ■Disclosure of specific characteristics evaluated
- ■Consent required before AI analysis runs
- ■Right to request video deletion after interview
EU AI Act (from 2 August 2026)
High-risk hiring AI provisions: 2 August 2026- ■Right to meaningful information about automated decisions affecting you
- ■Right to human oversight of high-risk AI decisions
- ■Employer obligations: risk assessment, bias testing, logging, transparency
ADA (US) / Equality Act 2010 (UK)
Ongoing - applies regardless of AI laws- ■Right to reasonable accommodation in hiring
- ■Employer must engage in good-faith interactive process
- ■Cannot withdraw candidacy for requesting accommodation
- ■Does not require naming a specific diagnosis
How to Request an Alternative Selection Process
Identify your location and the employer's jurisdiction. NYC LL144 applies if you live in NYC or are applying for a NYC-based role. Illinois AIVIA applies if the role is in Illinois.
Find the AEDT notice in your invite email or on the employer's application portal. In NYC and Illinois, it is required. If it is absent, that itself is a signal.
Reply to the invite email (or email HR directly) stating your request. Be specific: 'I am requesting an alternative selection process under NYC Local Law 144, as I am a New York resident. Please confirm the alternative process available.' Document the email.
If the employer refuses and is non-compliant, you can file a complaint with DCWP (NYC), the Illinois Department of Labor (Illinois), or the equivalent EU authority.
Accommodation Request Template
Copy, adapt, and send this in writing before your interview. You do not need to name a specific diagnosis - describe the functional need.
Subject: Reasonable Accommodation Request - [Your Name] - [Role] Dear [Recruiter / HR Team], I am writing to request a reasonable accommodation for the AI interview stage of my application for [Role] at [Employer]. I have a condition that affects [describe functional impact - e.g. "my ability to process auditory prompts quickly" / "my response pacing and sentence structure under timed conditions" / "my performance in timed video recording formats"]. I am requesting [specific accommodation - e.g. "the interview questions to be provided in writing in advance" / "extended response time per question" / "the option to submit written text responses in place of a video recording" / "rescheduling to remove same-day time pressure"]. This request is made under the ADA (Title I) / [UK Equality Act 2010 if applicable] / [NYC Local Law 144 if applicable]. I am happy to discuss this further. Thank you, [Your name]
Can You Refuse an AI Interview?
Practically: yes, but most employers treat that as withdrawing your application. The legal rights give you leverage for accommodations and alternatives, not a blanket refusal right.
In NYC under LL144, you can request an alternative selection process. The employer must provide one if an AEDT is in use. Requesting an alternative is different from refusing entirely - you are still participating in selection, just not via the AI system.
In Illinois under AIVIA, you can withhold consent to AI analysis of your video. The interview may still proceed, but your video would be reviewed by humans only rather than scored by AI. In practice, many employers have not set up a clean manual-review alternative, so the outcome varies by employer.
If You Suspect Illegal Practice
NYC
DCWP (Dept of Consumer and Worker Protection)
nyc.gov/dcwp
Illinois
Illinois Department of Labor
labor.illinois.gov
UK
ACAS + EHRC
acas.org.uk / equalityhumanrights.com
EU
National DPA + AI oversight body (EDPB guidance)
edpb.europa.eu
US federal (discrimination claim)
EEOC
eeoc.gov