Winston-Salem AI Ethics and Bias Audit Rules

Technology and Data North Carolina 3 Minutes Read · published February 10, 2026 Flag of North Carolina

This guide explains how Winston-Salem, North Carolina approaches AI ethics reviews and bias audits for municipal tools. It summarizes the city departments likely responsible, the local code and policy sources to consult, typical compliance steps, reporting channels, and what residents and vendors should expect when a city system uses automated decision tools. The guidance below cites official municipal sources where available; where a specific rule or fine is not published for AI tools, the text indicates "not specified on the cited page" and points to the controlling department.

Scope and Applicable Rules

City-managed automated decision systems, procurement of AI services, and data handling for municipal purposes are typically governed by the City of Winston-Salem policies and the City Code of Ordinances. Departments such as Information Technology and Procurement implement technical and contractual controls; Code Compliance and the City Attorney enforce legal obligations. For department-level policies, consult the Information Technology pages and the municipal code linked below in Resources.Information Technology[1] and the consolidated city code.Municipal Code[2]

Penalties & Enforcement

There is no single, citywide "AI Act" in the Winston-Salem code as of the cited pages; specific sanctions depend on the ordinance or policy the violation falls under. Where the municipal code or departmental policy addresses misuse of city IT systems or procurement noncompliance, enforcement typically follows those instruments.

  • Monetary fines: amounts are not specified on the cited city IT policy or the municipal code for AI-specific violations; fines are governed by the applicable code section for the underlying violation or procurement breach.[2]
  • Escalation: first-offence or repeat-offence ranges are not specified for AI tools on the cited pages and are handled under the general enforcement provisions of the relevant ordinance or contract.[2]
  • Non-monetary sanctions: may include cease-and-desist orders, suspension of system use, contract termination, injunctive relief, or referral to courts; specific remedies depend on the controlling ordinance, contract, or procurement policy.
  • Enforcer and reporting: primary contacts are the City of Winston-Salem Information Technology Department for technical incidents and Code Compliance or City Attorney for legal enforcement; use the official department contact pages to lodge complaints.Information Technology[1]
  • Appeals and review: appeal routes follow the underlying ordinance, contract dispute resolution, or administrative review provisions; time limits for appeals are "not specified on the cited page" and must be checked in the controlling code section or contract.[2]
If a specific AI-related penalty is needed, request the controlling contract or ordinance from the responsible department.

Applications & Forms

There is no dedicated AI-audit application form published on the cited pages. For procurement or contract compliance forms use the City Procurement/Finance pages; for IT incident reports contact the Information Technology helpdesk via the department page.Information Technology[1]

No single AI audit form is published on the municipal code or IT pages as of the cited sources.

Compliance Steps for Departments and Vendors

  1. Inventory systems that use automated decision-making and identify data flows and stakeholders.
  2. Conduct a documented ethics review focusing on fairness, explainability, and data minimization.
  3. Perform a bias audit with measurable tests and retain results in project records for oversight.
  4. Update procurement contracts with clauses requiring audits, remediation, and access for city auditors.
  5. Report incidents or compliance concerns to Information Technology or Code Compliance using official contact pages.
Documented audits and retention of results improve transparency and reduce enforcement risk.

FAQ

Who enforces AI ethics rules for city systems?
The Information Technology Department and the City Attorney or Code Compliance generally enforce technical and legal obligations; specific enforcement depends on the governing ordinance or contract.[1]
Are there set fines for AI bias or misuse?
Not specified on the cited pages; fines and remedies depend on the applicable municipal ordinance or contract provisions.[2]
How can residents report concerns about a city automated decision?
Contact the Information Technology Department or submit a complaint to Code Compliance using the official department contact pages linked in Resources.

How-To

  1. Identify any municipal tool that uses automation and log its purpose, data sources, and decision impact.
  2. Run a bias audit with representative datasets and document metrics and remediation actions.
  3. Include audit and remediation obligations in vendor contracts and require evidence before deployment.
  4. Maintain appeal and redress procedures for affected residents consistent with existing administrative processes.

Key Takeaways

  • There is no single city AI statute; use existing IT, procurement, and municipal code controls.
  • Document ethics reviews and bias audits to reduce enforcement risk.
  • Report concerns to Information Technology or Code Compliance using the official channels.

Help and Support / Resources

  1. [1] City of Winston-Salem Information Technology Department pages
  2. [2] City of Winston-Salem Code of Ordinances (Municode)

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