Who do I contact to request a bias audit?

Start with the City Clerk or the access-to-information contact; provide a written request describing the algorithm and records you seek.

Is there a specific form to request an audit?

There is no published, specific audit form on the city page; submit a written access-to-information request and ask for an independent audit where relevant.

How long will a request take?

Processing times vary; statutory timelines for access requests fall under provincial law, but specific timeframes for audit requests are not specified on the cited pages.

Request a Bias Audit for Guelph Municipal Algorithms

Technology and Data Ontario 3 Minutes Read · published May 26, 2026

· By Daniel Roy

Guelph, Ontario residents and organisations can request a review of municipal algorithms used in city services by following official access and accountability routes. This guide explains who to contact in the City of Guelph, which legal frameworks apply, how to prepare a request, likely enforcement paths, and practical next steps to ask for a bias audit of automated decision systems.

Start by documenting the system, the decision points, and any evidence you have of discriminatory impacts.

What counts as a request

A request for a bias audit can be framed as an access to information request, a formal complaint about a municipal decision, or a request for an independent review of an automated decision system. Identify the specific process or decision (for example, licence approvals, bylaw enforcement prioritization, or service eligibility) and collect records and examples before you apply. For legal clarity, the city’s access to information guidance and provincial public records law are the primary references. ^[1]

Penalties & Enforcement

Because bias audits of algorithms are typically remedial and administrative rather than criminal, City of Guelph pages do not list specific fines tied to algorithmic bias audits; enforcement and sanctions specific to automated decision systems are not specified on the cited page.^[1]

Monetary fines: not specified on the cited page.
Escalation: first, repeat, or continuing-offence ranges are not specified on the cited page.
Non-monetary sanctions: the city may issue orders, compliance directions, or corrective action requests; specific algorithm-related orders are not specified on the cited page.
Enforcer: primary contacts for records and complaints are the City Clerk and By-law Enforcement units; access to information requests follow municipal procedures and provincial law. ^[2]
Appeals and reviews: statutory appeals or reviews depend on the enabling bylaw or decision authority; time limits or appeal routes specific to algorithm audits are not specified on the cited pages.

If you seek a remedy, start with a written request to the City Clerk and preserve all correspondence.

Applications & Forms

For records about municipal decisions or automated systems, use the City of Guelph access-to-information process. If no specific audit-request form is published, submit a written request describing the algorithm, applicable service, and the records sought. The City’s page lists FOI procedures; specific form numbers for bias audits are not specified on the cited page.^[1]

How the city will handle a request

Intake: City Clerk or the designated access officer logs the request and confirms scope.
Assessment: staff determine whether records exist and whether exemptions apply under provincial law.
Remedy: if bias is found, the city may update procedures, require vendor changes, or commission an independent audit.

Action steps

Document the decision, dates, persons affected, and how the algorithm influenced outcomes.
Send a written request to the City Clerk referencing access to records and asking for an audit or independent review.
Be prepared to pay any published access-to-information fees; fee details should be confirmed with the city.

FAQ

Who do I contact to request a bias audit?: Start with the City Clerk or the access-to-information contact; provide a written request describing the algorithm and records you seek.
Is there a specific form to request an audit?: There is no published, specific audit form on the city page; submit a written access-to-information request and ask for an independent audit where relevant.
How long will a request take?: Processing times vary; statutory timelines for access requests fall under provincial law, but specific timeframes for audit requests are not specified on the cited pages.

How-To

Identify the municipal decision or service affected and gather documents or examples of disparate outcomes.
Draft a written request describing the algorithm, vendor (if known), decision dates, and records sought; state that you request an audit or independent review.
Submit the request to the City Clerk and keep proof of delivery; ask for confirmation of next steps and an estimated timeline.
If denied or redacted, use the provincial appeal routes or request internal review; consider requesting council attention if unresolved.

Key Takeaways

Document impacts and records clearly before applying.
Begin with the City Clerk and use access-to-information procedures.