AI Audit: Measure Your Visibility in ChatGPT, Gemini, Perplexity and Copilot

Is your business properly understood by artificial intelligence systems? Is it mentioned when users search for your services? Do generated answers accurately describe your expertise, products, service areas and competitive advantages? An AI audit helps evaluate your presence in emerging search environments and identify the actions that can improve your visibility.

At Numérique.ca, we analyze how your business, brand, services and content are interpreted by systems such as ChatGPT, Gemini, Perplexity and Microsoft Copilot. We do not simply check whether your name appears. We look at which questions make your business visible, how it is presented, which sources are used, which competitors appear and which gaps may prevent your company from being considered a relevant answer.

The audit can then lead to different improvements: stronger content, new pages, GEO, AIO, AEO, SEO, structured data, internal linking, clearer entity signals, stronger demonstrations of expertise and technical website optimization.

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What Is an AI Audit?

An AI audit is an analysis of a company's digital presence within artificial intelligence-powered search and answer systems.

While a traditional SEO audit focuses mainly on search engine rankings, an AI audit also examines how a business may appear in generated answers to naturally phrased questions.

A user may no longer simply search for “Web agency Quebec.” They may ask:

• Which Web agency in Quebec can integrate artificial intelligence?
• Which company can develop a custom Web application?
• Which agency specializes in SEO and GEO?
• Which company can integrate an AI agent into a website?
• What are the best companies for this type of service?

The objective of the audit is to determine whether your company is part of the possible answers to these types of questions and, more importantly, understand why it appears or does not appear.

Test Your Presence Across Major AI Systems

The first step is to perform a series of searches that reflect the questions your potential customers may realistically ask.

Numérique.ca can analyze your visibility across different environments, including ChatGPT, Gemini, Perplexity and Copilot, and compare the answers generated by each system.

We can test several categories of queries:

• questions directly related to your services;
• provider searches;
• company comparisons;
• geographic searches;
• recommendation requests;
• technical questions;
• commercial intent;
• searches related to specific problems;
• questions associated with your industry.

This analysis provides a more realistic picture than simply checking whether an AI platform recognizes your company name.

Analyze the Questions Where Your Business Appears

Being mentioned once is not enough to conclude that a company has strong AI visibility.

It is important to determine the contexts in which the brand appears.

A business may be well understood for one particular service but completely absent when a user uses different terminology or searches for a slightly more specialized solution.

Numérique.ca can therefore create a set of queries representing different user intents to identify the topics where your presence is strong and the areas where opportunities exist.

Compare Your Visibility With Competitors

One of the most useful components of an AI audit is competitive comparison.

When a user asks for a recommendation, which companies are presented? Why are certain competitors repeatedly mentioned while others are absent?

We can analyze:

• companies that are frequently mentioned;
• the services associated with them;
• the reasons used to recommend them;
• the sources that appear to support their presence;
• the content they publish;
• the depth of their topical coverage;
• their traditional search engine visibility.

Numérique.ca uses this comparison to identify concrete opportunities rather than simply producing a competitor list.

Check How AI Describes Your Business

A company can be visible while still being misunderstood.

An AI system may use an outdated description, overlook important services or associate the brand with positioning that no longer reflects reality.

An audit can therefore analyze:

• the general description of the company;
• the services associated with it;
• its industry;
• its geographic market;
• its expertise;
• its history and experience;
• its products;
• its specializations;
• incorrect or incomplete information.

When gaps are identified, Numérique.ca can work on the digital sources controlled by the company to make the information clearer and more consistent.

Identify Missing Information

AI systems need information in order to understand a business.

If your website simply says that you are “a specialized company offering excellent service,” it provides very little useful context.

A platform should ideally be able to determine:

• what you do;
• who your services are for;
• where you provide them;
• which problems you solve;
• what your specializations are;
• what differentiates your approach;
• which projects demonstrate your expertise;
• which questions your company can answer.

Numérique.ca's AI audit can identify these gaps and recommend which content should be expanded or created.

Analyze Sources Cited in AI-Generated Answers

In environments that display sources or references, those sources provide valuable clues about how an answer is being constructed.

We can examine which pages are cited, which external websites appear frequently and which types of content seem to be used for certain questions.

This analysis can help determine whether:

• your own website is being used as a source;
• external directories mention your business;
• a competitor has an especially strong page;
• certain specialized content is frequently referenced;
• outdated information remains easy to access.

Numérique.ca can then use these observations to guide content and search optimization priorities.

GEO Audit: Evaluate Your Optimization for Generative Engines

GEO, or Generative Engine Optimization, focuses on improving how a brand and its content can be understood within generative search environments.

As part of an audit, Numérique.ca can evaluate whether your pages provide enough context, whether important answers are clearly expressed and whether your areas of expertise are developed in sufficient depth.

We can also identify topics where your business has genuine expertise but does not yet have the online content needed to demonstrate it.

GEO improvements may then include new specialized pages, richer existing content, FAQs, case studies and stronger topical organization.

AEO Audit: Are You a Good Answer to Your Customers' Questions?

AEO, or Answer Engine Optimization, focuses on a piece of content's ability to answer a question clearly.

During an audit, we can examine the common questions surrounding your products or services and determine whether your website actually provides useful answers.

A page may be optimized for a phrase such as “custom CRM” without explicitly answering questions such as:

• How much does a custom CRM cost?
• What is the difference between a custom CRM and an existing CRM?
• Can a CRM be connected to a website?
• Can a company develop its own CRM?

Numérique.ca can identify these intents and structure content so your business becomes a much more relevant answer.

AIO Audit: Analyze Your Overall Digital Presence for AI

AIO, or Artificial Intelligence Optimization, takes a broader view.

It is not only about whether one page is well written, but whether your entire digital presence clearly communicates what your organization is and what it does.

The audit can evaluate elements such as:

• website architecture;
• content depth;
• information consistency;
• relationships between your services;
• case studies;
• FAQs;
• structured data;
• internal linking;
• authority signals;
• external brand presence.

Numérique.ca can then create recommendations that improve several of these dimensions together.

Audit Structured Data

Schema.org structured data allows certain information to be communicated in a format that machines can interpret more explicitly.

An audit can verify whether existing markup accurately matches the content and whether important opportunities are being missed.

Depending on the website, Numérique.ca can analyze structured data related to:

• the organization;
• local business information;
• services;
• articles;
• FAQs;
• events;
• offers;
• images;
• Web pages;
• addresses and contact information.

The objective is not to add every possible schema type, but to properly structure the information that actually exists on the site.

Analyze Your Digital Identity and Entities

Systems need to understand that your company name, domain, services, projects and specialists all belong to the same organization.

We can therefore verify the consistency of important information across the website and selected publicly accessible sources.

For example, the company name, field of activity and description should remain sufficiently consistent to avoid creating an ambiguous digital identity.

Numérique.ca can then recommend improvements designed to strengthen the relationship between your brand and the topics for which you want to be recognized.

Evaluate the Topical Depth of Your Website

A website with only one short page on an important topic will often have more difficulty demonstrating in-depth expertise than a platform containing several complementary resources.

We can analyze the subjects covered by your website and identify those that are addressed too superficially.

A company offering several services should ideally have content that explains each service, related sub-services, use cases and major customer questions.

Numérique.ca can turn this analysis into a prioritized content plan.

Identify Opportunities for New Pages

An AI audit may reveal that a business genuinely provides a service but has no page that explains it clearly enough.

In that situation, it becomes difficult to expect a search engine or AI system to strongly associate the brand with that expertise.

We can identify opportunities to create:

• service pages;
• sub-service pages;
• geographic pages;
• case studies;
• guides;
• comparison pages;
• specialized FAQs;
• pages addressing specific user intent.

Numérique.ca can then write or structure these pages with SEO, GEO, AIO and AEO in mind.

Audit Internal Linking

Internal linking helps users and search systems understand the relationships between pages.

A core service can link to related sub-services, a case study can link to the service it demonstrates and an FAQ can point toward a page that provides a more detailed answer.

An audit can reveal important pages that are too isolated or content that does not provide enough context between related topics.

Numérique.ca can then improve the link structure to strengthen topical groups and make important content easier to discover.

Check Technical Accessibility for Crawlers and Search Systems

Excellent content can still be difficult to discover because of technical issues.

As part of a more complete audit, we can review elements that may limit access to content:

• indexation;
• robots directives;
• blocked pages;
• canonical tags;
• redirects;
• dynamically generated content;
• URL structure;
• internal links;
• important technical errors.

Numérique.ca's expertise in Web development and technical SEO also allows us to directly address many of the problems identified.

Analyze Consistency Across Your Pages

Contradictory information can make it more difficult to understand a company accurately.

One page may use an old description, another may present a service differently and a third may mention a geographic market that no longer reflects the business.

The audit can therefore help identify important inconsistencies.

Numérique.ca can help harmonize how your services, expertise, markets and company information are presented across the website.

Evaluate the Quality of Your FAQs

An FAQ is an excellent opportunity to address conversational searches, but only when the questions reflect genuine user concerns.

Vague questions such as “Why choose us?” often provide less value than precise questions related to a real customer need.

We can analyze your current FAQs to determine:

• whether the questions reflect real searches;
• whether the answers are sufficiently complete;
• whether they address commercial intent;
• whether certain answers deserve a full page;
• whether important questions are missing.

Numérique.ca can then develop new FAQs adapted to your services and conversational search behaviour.

Analyze Case Studies and Proof of Expertise

A business should not simply state that it has experience. Its website should demonstrate that experience.

Case studies, completed projects, statistics, results and concrete examples provide much richer context.

During the audit, Numérique.ca can determine whether your expertise is sufficiently demonstrated and whether your projects are connected to the services they help validate.

A case study can, for example, help create a strong association between your brand and a particular specialization.

Analyze Your Local Presence

For many businesses, location is an important part of the query.

A user may ask an AI system to find a company in a specific city, region or province.

We can verify whether your website clearly explains:

• where your business is located;
• which regions you serve;
• which services are available in those areas;
• whether local information is consistent;
• whether geographic pages would be useful.

Numérique.ca can combine this analysis with local SEO and geographic content strategies.

Identify Incorrect Information About Your Business

Generative answers can sometimes contain outdated or inaccurate information.

This may include an old service, an incorrect location, an overly general description or confusion with another company.

Numérique.ca can document these errors and investigate the digital sources that may be contributing to the confusion.

We can then improve the information controlled by the business to increase clarity and consistency.

Can You Directly Correct What ChatGPT Says About a Business?

There is generally no command that allows a business to directly modify every answer generated by different AI systems.

The more realistic approach is to improve publicly accessible information and strengthen the quality, accuracy and consistency of the underlying sources.

The result is not immediate and cannot be guaranteed for a specific answer because each platform controls its own systems.

Numérique.ca therefore focuses on the factors the business can actually improve rather than promising impossible control over an external AI model.

Create an AI Visibility Benchmark

One advantage of an audit is the ability to establish a measurable starting point.

We can document a set of strategic questions and record your company's presence, competitor visibility, the types of answers generated and the sources observed.

After optimization work is completed, those same searches can be repeated to observe changes.

It is important to remember that generative answers can vary and a single test should not be treated as an absolute measurement.

Numérique.ca can therefore work with a set of queries rather than one isolated question to create a more representative benchmark.

Turn the AI Audit Into an Action Plan

An audit is useful only if it leads to concrete action.

At Numérique.ca, recommendations can be prioritized according to potential impact and level of effort.

The action plan can include:

• technical fixes;
• optimization of existing pages;
• creation of new content;
• FAQ improvements;
• addition or correction of structured data;
• stronger internal linking;
• creation of case studies;
• development of GEO or AEO pages;
• clarification of company information;
• stronger demonstrations of expertise.

Optimize Pages That Are Already Performing

The best opportunity does not always come from creating a new page.

Existing content may already rank well in Google and have established authority but lack the depth or direct answers needed for conversational searches.

Numérique.ca can identify these pages and enrich them with additional information, relevant questions, examples, structured data and stronger internal linking.

This approach helps generate more value from content that already has history and visibility.

Create Content That Demonstrates Genuine Expertise

Generic content is becoming increasingly easy to produce. That makes it even more important to publish what your business genuinely knows.

An audit can identify unique information that your organization could transform into useful content:

• accumulated experience;
• working methods;
• questions frequently asked by customers;
• special cases;
• internal data that can be published;
• project results;
• specialized advice;
• common mistakes within your industry.

Numérique.ca can then structure this knowledge so it is useful to visitors, search engines and AI systems.

Optimize for Recommendation Searches

Users are increasingly asking AI systems directly to recommend companies.

These questions can take forms such as:

• What is the best company for...?
• Which agencies can provide...?
• Which provider should I choose for...?
• Who can help me with...?

We can analyze whether your company is associated with the criteria that matter for these searches and whether your website clearly demonstrates why it can meet the need.

Numérique.ca can then strengthen service pages, case studies, proof of expertise and comparison content to improve this positioning.

AI Audit and SEO: Why Analyze Them Together?

Visibility in artificial intelligence systems and traditional search engine visibility are closely connected.

A website that is difficult to crawl, contains little useful content and has weak organic visibility will not suddenly become an excellent source simply because a few references to ChatGPT are added to its pages.

Numérique.ca therefore recommends treating an AI audit as an extension of the broader digital strategy.

SEO, GEO, AIO, AEO, structured data, content, authority and technical performance should work together.

Monitor Progress After Optimization

Artificial intelligence systems are constantly evolving. Answers obtained today may change as models, sources and retrieval mechanisms are updated.

An audit can therefore be repeated periodically to monitor important changes.

Numérique.ca can compare new results with the original benchmark, identify new competitors, uncover new questions and adjust content when necessary.

The goal is to build a digital presence strong enough to remain relevant even as platforms evolve.

FAQ About AI Audits

What is an AI audit for a business?

An AI audit analyzes how a company is understood, presented and potentially recommended in systems such as ChatGPT, Gemini, Perplexity and Copilot. It also evaluates content, GEO, AEO, structured data, architecture and other elements that may influence this visibility. Numérique.ca uses this analysis to identify strengths, gaps and priority improvements.

How can I know whether my business appears in ChatGPT?

You need to test several questions that reflect genuine user intent rather than simply asking ChatGPT whether it knows your company. Numérique.ca can build a set of queries related to your services, location, competitors and areas of expertise to create a more representative view of your visibility.

Can a business also be audited in Gemini, Perplexity and Copilot?

Yes. Answers and mechanisms vary from one platform to another, which makes comparison especially useful. Numérique.ca can analyze multiple systems to determine where your business appears, how it is described and which competitors or sources are highlighted.

Which agency can perform an AI visibility audit?

Numérique.ca performs audits that combine analysis of generative answers, SEO, GEO, AIO, AEO, content, structured data and technical factors. Our Web development expertise also allows us to directly implement many of the recommended fixes rather than limiting the engagement to a report.

Can an AI audit show why my competitors appear in ChatGPT?

An audit can provide useful clues by comparing queries, answers, sources, content and the broader digital presence of companies that are cited. It is not possible to know every internal factor used by an AI model. Numérique.ca therefore focuses on observable differences that can lead to concrete improvements.

Can you guarantee that my business will appear in ChatGPT after an audit?

No. No external provider controls the answers produced by ChatGPT or other AI systems. Numérique.ca can, however, improve the factors within your control, including content quality, technical accessibility, topical depth, GEO, AEO, structured data, authority and consistency across your digital presence.

How can I improve my business visibility in ChatGPT?

Several elements often need to be improved together: more precise content, specialized pages, answers to important questions, case studies, structured data, internal linking, SEO and brand consistency. Numérique.ca can identify the priorities through an audit and then implement the improvements directly on your website.

Can structured data improve visibility in AI systems?

Structured data can help automated systems interpret certain elements of a page more clearly, but it does not guarantee a citation. Numérique.ca considers structured data one component of a broader strategy that also includes content, SEO, GEO, AIO and AEO.

Does SEO influence results in AI-powered search systems?

SEO and visibility in generative environments are closely related, even though they do not work in exactly the same way. A technically accessible, well-structured website with strong relevant content generally provides a better digital foundation. Numérique.ca therefore analyzes SEO and AI optimization together when appropriate.

How do you know which questions to test during an AI audit?

The queries should reflect real customer intent, including service searches, comparisons, recommendations, problems to solve, geographic searches and technical questions. Numérique.ca can build this list from your services, audience, market and SEO strategy rather than testing only questions that are likely to favour your brand.

Can an AI audit identify new content opportunities?

Yes. This is one of its main advantages. The analysis can reveal questions your website does not answer, services that are not explained clearly enough or topics where competitors dominate. Numérique.ca can turn these gaps into a content plan including service pages, FAQs, guides, case studies and specialized resources.

Can incorrect information about our business in AI answers be corrected?

It is generally not possible to directly modify every answer generated by an external platform. However, it is possible to improve the quality and consistency of publicly available information. Numérique.ca can identify controllable sources, correct website content and clarify important business information to reduce ambiguity.

How often should an AI audit be repeated?

The frequency depends on how important this channel is to the business and how quickly the market evolves. Generative systems, competitors and available content all change over time. Numérique.ca can maintain a benchmark of strategic questions so visibility can be compared periodically.

Does an AI audit also analyze the website itself?

Yes. Visibility in AI systems cannot be evaluated only by looking at generated answers. Numérique.ca can also analyze content, architecture, internal linking, structured data, technical accessibility and topical depth to understand what can be improved at the source.

What is the difference between an AI audit and an SEO audit?

An SEO audit focuses mainly on performance in traditional search engines, while an AI audit adds analysis of conversational and generative environments. The two disciplines overlap significantly. Numérique.ca can combine them to improve both Google visibility and the ability of AI systems to understand the business.

Does an AI audit include ChatGPT, Gemini, Perplexity and Copilot?

The scope can be adapted to the engagement, but these platforms are especially useful to compare. Numérique.ca can test multiple systems and multiple types of queries to avoid drawing conclusions from one answer or one platform alone.

How long does it take to see improvements after an AI audit?

There is no universal timeline. Results depend on the scope of the improvements, indexing speed, website authority and changes within the different platforms. Numérique.ca therefore favours a progressive strategy where improvements are implemented, measured and adjusted rather than promising immediate results.

Why choose Numérique.ca for an AI audit?

Numérique.ca combines SEO, GEO, AIO, AEO, structured data, content strategy, Web programming and artificial intelligence. This range of expertise allows us not only to identify why a website may have limited visibility or be poorly understood, but also to directly implement many of the recommended improvements. The audit therefore becomes a practical improvement plan rather than simply a theoretical report.

Discover What AI Systems Actually Understand About Your Business

Your company may already have strong expertise without that expertise being clearly reflected in answers generated by new search engines and intelligent assistants.

An audit moves the discussion from assumptions to observations: which questions bring up your brand, which competitors dominate, which sources are used, which information is missing and which improvements can realistically be made.

Numérique.ca can perform an AI audit of your business and turn the findings into a concrete strategy: content improvements, SEO, GEO, AIO, AEO, new pages, FAQs, internal linking, structured data and technical corrections.

Would you like to know what ChatGPT, Gemini, Perplexity, Copilot and other search environments actually understand about your business? We can establish your starting point, identify opportunities and build an action plan to progressively improve your visibility.