Request AI Bias Audit - New York City Bylaws

Technology and Data New York 3 Minutes Read · published February 02, 2026 Flag of New York

New York City, New York agencies increasingly use automated decision systems (ADS) to support public services. This guide explains how to request an AI bias audit for a city decision tool under New York City bylaws, who enforces compliance, what penalties or remedies may follow, and the practical steps to request, appeal, or report concerns to the responsible offices.

Overview of the Request Process

Requests for audits typically begin with a written inquiry to the agency operating the system or to the city office that oversees ADS transparency and compliance. The city maintains an ADS Task Force and an ADS inventory describing covered systems and published policies; agencies are required to document systems that make or materially assist decisions affecting the public.Automated Decision Systems Task Force[1]

Start by identifying the agency that uses the tool and the program name or case number.

Penalties & Enforcement

The city law and implementing materials emphasize transparency, impact assessments, and agency accountability. Specific penalty amounts and escalating fines for failing to publish inventories or impact assessments are not listed on the cited pages; see official citations for enforcement language and remedies.Local laws and publications[2]

  • Fine amounts: not specified on the cited page.
  • Escalation: first, repeat, and continuing offence ranges not specified on the cited page.
  • Enforcer: agency head with oversight by the Mayor’s Office or designated ADS Task Force; agencies administer compliance and reporting duties.
  • Non-monetary sanctions: orders to cease use, required remediation, publication of findings, or referral to legal proceedings are possible but specific remedies are not itemized on the cited page.
  • Inspection and complaint pathways: submit requests and complaints to the operating agency and the ADS Task Force; follow agency procedures for records and transparency requests.
  • Appeals and review: administrative appeals generally follow the operating agency’s notice and appeals procedures; precise time limits for appeals are not specified on the cited page.
If you need a binding enforcement interpretation, contact the agency's legal or compliance office directly.

Applications & Forms

No dedicated public "AI bias audit" application form is listed on the ADS Task Force or local laws publication pages; agencies may accept written requests, FOIL requests, or internal compliance referrals. For forms and submission methods, contact the operating agency or the ADS Task Force.Automated Decision Systems Task Force[1]

How to Request an AI Bias Audit

  1. Identify the agency and the specific decision tool, including program or case identifiers.
  2. Send a written request to the agency's public contact or the ADS Task Force describing your concerns and desired remedy.
  3. If necessary, file a Freedom of Information Law (FOIL) request for records about the system, model, or impact assessment.
  4. Follow agency appeal procedures if the request is denied; request timelines and review rights from the agency.
  5. If the issue involves potential unlawful discrimination, consider also contacting enforcement offices or seeking legal counsel.
Document all communications and keep copies of any ADS inventory or impact assessment you receive.

Common Violations

  • Failure to list a covered automated decision system in the city ADS inventory.
  • Failure to publish a required impact assessment before deploying a covered system.
  • Use of a system that produces disparate impacts without documented mitigation steps.

FAQ

Who can request an AI bias audit?
Any member of the public, community organization, or a person affected by a city decision tool may submit a request to the operating agency or the ADS Task Force.
How long does the city have to respond?
Response times depend on agency procedures and FOIL timelines; specific statutory response deadlines for AI audit requests are not specified on the cited pages.
Will the city share model details or source code?
Disclosure depends on security, privacy, and procurement rules; agencies balance transparency with legitimate confidentiality concerns.

How-To

  1. Locate the operating agency and ADS entry for the system.
  2. Draft a concise written request describing the alleged bias and requested audit scope.
  3. Deliver the request to the agency's public contact and the ADS Task Force; retain proof of delivery.
  4. If you receive a denial or no response, submit a FOIL request for records and ask for appeal instructions.
  5. Consider filing a complaint with the agency inspector or pursuing legal review if necessary.

Key Takeaways

  • Start with the operating agency and the ADS Task Force for requests and records.
  • Keep written records and use FOIL where transparency is denied.

Help and Support / Resources

  1. [1] Automated Decision Systems Task Force - NYC
  2. [2] NYC Local Laws and Publications

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