Who can request an AI bias audit?

Residents, advocacy groups, city staff, or vendors can request an audit by contacting the department that operates the tool and the Purchasing Division for contract matters.

How long will a review take?

Timeframes vary by scope and contract terms; specific review timelines are not specified on the cited municipal pages and must be requested from the contracting department.

Is there a fee to request an audit?

Fees for third-party audits or contractor remediation are determined by contract or purchase order; the municipal code does not list a standard fee for citizen-initiated audit requests.

Request an AI Bias Audit - Stockton City Policy

Technology and Data California 3 Minutes Read · published February 09, 2026

Stockton, California city offices increasingly use data and automated tools for permitting, inspections, benefits, and enforcement. This guide explains how community members, vendors, and city staff can request an AI bias audit or review of a municipal automated decision system, identifies the likely responsible offices, and shows where policy or procurement rules are published in Stockton. It also lists practical steps to submit a request, evidence to include, and appeal options when a requested audit is denied or incomplete.

Penalties & Enforcement

The Stockton municipal code and purchasing rules provide the legal framework for contracting and compliance but do not publish a dedicated fine schedule or specific monetary penalties for failures to perform an AI bias audit on city-owned systems; amounts and escalation for noncompliance are not specified on the cited page.Municipal Code^[2]

Fine amounts: not specified on the cited page; enforcement remedies are governed by contract terms and general ordinance provisions.
Escalation: first, repeat, and continuing offence treatment is not specified on the cited page; see contract protest and compliance procedures in purchasing rules.
Non-monetary sanctions: possible remedies include contract termination, corrective action orders, suspension of vendor privileges, or referral to City Attorney for civil action.
Enforcer and contact: Purchasing Division and the contracting department (e.g., Information Technology) manage compliance and contract remedies; complaints begin with the Purchasing Division.Purchasing Division^[1]
Appeals and review: formal contract protest procedures and administrative review apply; specific time limits are not specified on the cited page and must be checked in the contract or purchasing policy.
Defences and discretion: contracting officers retain discretion for remedies and may accept corrective plans, variance requests, or require third-party audits.

Contract and procurement rules usually control remedies when a vendor or contractor fails to deliver audit commitments.

Applications & Forms

There is no single statewide mandatory form for requesting an AI bias audit at the municipal level in Stockton; requests normally start through the contracting department or by submitting a public records or complaint request to the relevant department. Vendor registration, solicitation responses, and contract documents are managed by the Purchasing Division.Purchasing Division^[1]

Vendor registration or portal: see the Purchasing Division vendor information page for registration and how to respond to solicitations.
Audit deliverables: if an audit is required by contract, the solicitation or contract will specify deliverables, deadlines, and acceptance criteria; if absent, terms are negotiated in the contract.

If no audit clause exists, request an amendment or a change order via the contracting officer.

Action Steps to Request an AI Bias Audit

Contact the department using the service or tool (for example, IT or the program office) to request an internal review and ask for the responsible contract number.
Submit a formal written request to the Purchasing Division and the department, include system name, decision workflow, and specific bias concerns.
Provide evidence: sample inputs/outputs, dates, screenshots, affected case IDs, and any disparate impact metrics you can compute.
If the request is contract-related, file a contract protest or demand per purchasing procedures; request that the contract include an independent third-party audit clause if not present.

FAQ

Who can request an AI bias audit?: Residents, advocacy groups, city staff, or vendors can request an audit by contacting the department that operates the tool and the Purchasing Division for contract matters.
How long will a review take?: Timeframes vary by scope and contract terms; specific review timelines are not specified on the cited municipal pages and must be requested from the contracting department.
Is there a fee to request an audit?: Fees for third-party audits or contractor remediation are determined by contract or purchase order; the municipal code does not list a standard fee for citizen-initiated audit requests.

How-To

Identify the tool or system and collect examples of the decisions you believe are biased.
Contact the operating department (IT or program office) to request an internal review and ask for the contract reference.
Submit a written request to the Purchasing Division and copy the department, attaching evidence and a clear scope for the audit.
If needed, request an independent third-party audit through contract amendment, protest, or as a condition of future procurements.
If unsatisfied, use the City's formal appeals or protest procedure and consider filing a public records request for underlying data if permitted by law.

Key Takeaways

Start with the operating department and Purchasing Division to anchor requests in contract terms.
Bring concrete examples and data to make an audit scope actionable.
Contracts and procurement policies determine remedies and whether a third-party audit is required.