Inquisitor Labs
AI Visibility Audit

AI Brand Visibility Audit

A structured behavioural analysis of how AI systems present your brand, suppress information, elevate competitors, and distort category placement.

Popular AI chatbots such as Gemini, Claude, ChatGPT and Copilot now sit between your customers and your brand. They decide what gets highlighted, what gets ignored, and which competitors get favorably surfaced in response to everyday enquiries.

This audit gives organisations structured, exportable evidence of how these systems describe your brand, your category and your competitors. It reveals misrepresentation, omission, skewed framing and inconsistent surfacing across platforms, giving teams the factual basis they need to state their position when AI systems distort brand visibility, elevate competitors or introduce misinformation.

It also shows where visibility is being lost across discovery channels mediated by a handful of companies that dominate the sector.

AI Discovery Shift

The Problem: AI Has Replaced Trusted Discovery

Customers still use search engines like Google, and overall search volumes remain stable. But this activity now plays a limited role in decision‑making. People perform an initial search, then turn to chatbots when they need advice, comparisons, or guidance.

Customers already ask AI about your brand -whether it’s safe, legitimate, worth the money or better than competitors. AI answers with whatever narratives it has absorbed. This audit shows you exactly what AI is telling your customers when they ask.

Where they once asked friends, checked reviews, or browsed multiple sites, they now ask conversational AI systems. These systems simplify brands, omit important details, misclassify categories and confidently recommend competitors. Your brand can lose visibility even while search traffic looks stable -because the real decision‑making layer has moved into AI.

Scale of the shift

  • 1 billion monthly active users on ChatGPT.
  • 900 million weekly active users.
  • 198.8 million daily visits.
  • 29,000 prompts processed per second.
  • 557 million mobile app active users (Aug 2025).
  • chatgpt.com is the 5th most‑visited site globally with 5.4 billion monthly visits.
  • Questioning is the largest interaction category (18.3%), showing users treat ChatGPT as a decision‑making interface.
Square Wheel Cyclist

The Consequences: Distorted Market Position

When AI systems misrepresent your brand, the customer journey breaks:

  • Your brand goes missing from relevant categories
  • Incorrect or outdated descriptions are given as accurate
  • Your brand is replaced in favor of competitors
  • Brand presence weakens in high‑value paths
  • Recommendation frequency reduces
  • Confident but inaccurate comparisons are made

Most people don’t realise that AI chatbots routinely present incorrect “facts” with a tone of authority, creating an impression of expertise. As a result, customers can be steered into choices that are not in their best interests. These distortions divert demand and revenue directly to competing brands -whilst your brand loses prestige and money, one confidently wrong AI conversation at a time.

Choosing with AI help.

The Solution: A Clear View of Your AI‑Mediated Brand Presence

We provide a precise, human‑directed assessment of how AI systems currently present your brand.

Clearly understanding how your brand is being represented, or misrepresented, by dominant AI chatbots that interact with hundreds of thousands of users at any moment is now essential. If these systems sideline your brand, the failure will be quiet and only visible once the damage has already occurred.

We map how your brand is described, compared, positioned and surfaced across major AI platforms -and where visibility is being lost. You see exactly what customers are being told about your brand in AI‑mediated environments.

When AI systems describe your brand incorrectly, the error travels -and it influences decisions even more strongly than silence.

Our work is grounded in published research on AI conversational behaviour and evaluation methodology. We also develop behavioural frameworks as part of our wider research into how AI systems act under different conditions. This audit applies that research to your brand. We use structured probe sets and controlled variation to show how modern chatbots actually talk about products, categories and competitors. You receive analysis built on proven methodology rather than improvised questioning -the kind of rigour that comes from specialists who study AI systems at the behavioural level.

Audit Findings Meeting

Brand Audits Often Reveal

  • Missing brand entries
  • Incorrect category placement
  • Outdated or inaccurate brand information
  • Competitors recommended instead
  • Conflicting descriptions across platforms
  • Distorted comparisons and misleading strengths or weaknesses
  • Public‑perception problems surfaced as part of the answer -ethics disputes, founder issues, ongoing litigation, customer satisfaction problems, regulatory concerns
  • Weak visibility in high‑value journeys -meaning your brand isn’t appearing when customers ask AI systems the important, decision‑shaping questions

Our Brand Audits often uncover issues like those listed. These findings directly show the effect on customer perception and competitive positioning. These unauthorised messaging changes occur outside a company’s previously dependable analytics.

A wrong or outdated description is often more damaging than absence -a confident misstatement in an AI answer sends customers in the wrong direction and creates correction cost downstream.

Audit Action

Audit Results Enable Informed Action

The audit gives you a clear, factual picture of how AI systems present your brand -potentially to millions of people globally every day. With this information, you can:

  • Correct inaccurate or outdated brand descriptions
  • Prevent confidently wrong AI answers from shaping expectations and diverting demand.
  • Respond to misinformation or distorted comparisons
  • Strengthen your category positioning
  • Address visibility weaknesses across platforms
  • Highlight and reinforce areas where your brand already performs well
  • Understand how competitors are being surfaced
  • Identify where public‑perception issues are being pulled into AI answers
  • Plan more effective campaigns based on real visibility strengths and weaknesses
  • Guide internal teams with evidence rather than assumptions
  • Build a targeted strategy to counter disinformation and strengthen brand accuracy

This insight lets you act on the real decision‑making layer -the one customers now use. It shows where you’re losing ground, where you’re gaining it, and where AI systems are reshaping perception without your involvement.

Brands that confront how they are being presented -and respond effectively- stay competitive. Those that ignore hidden distortions lose ground without realising why.

1
OpenAI Logo

Tier 1 - ChatGPT Behavioural Baseline Audit

A focused behavioural baseline showing how ChatGPT presents your brand across common consumer enquiry paths.

Scope

  • ChatGPT‑only audit
  • 35 structured probes across definitional, category, comparison, task, audience, positioning, risk and technical domains
  • Fast turnaround
  • Structured, exportable scoring

Deliverables

  • Category visibility - How ChatGPT presents the brand and which themes dominate.
  • Competitor surfacing - Which competitors appear, how often, and in what contexts.
  • Brand description patterns - The recurring language, framing and positioning ChatGPT uses.
  • Presentation behaviour - Where suppression, substitution, redirect or risk injection appear in the answers.

Ideal for

  • Brands running their first behavioural audit
  • Early stage brands entering AI mediated discovery
  • Clear visibility of how ChatGPT shapes first contact perceptions
  • Rapid data collection before multi‑platform analysis
2
ChatGPT Gemini

Tier 2 - Two-Platform Behavioural Comparison Brand Visibility Audit

A two‑platform behavioural comparison showing how ChatGPT and Gemini present your brand and competitive space across shared enquiry paths.

Scope

  • Two major AI platforms -ChatGPT and Gemini
  • 70 text probes (35 per platform) across definitional, category, comparison, task, audience, positioning, risk and technical domains Broader behavioural coverage across category, intent and phrasing
  • Structured, exportable scoring
  • Includes direct two AI comparison

Deliverables

  • Category mapping data - How each platform presents the brand across core enquiry types.
  • Competitor surfacing - Which competitors appear, how often and in what contexts across both platforms.
  • Recommendation behaviour data - How each platform handles best, alternatives, X vs Y and suggestion driven queries.
  • Visibility gap data - Differences in brand presence, frequency, and contextual placement between the two platforms.
  • Cross-platform comparison - A direct comparison of how both platforms answered the same probe set, showing differences in structure, detail and presentation behaviour.

Positioning

Tier 2 expands Tier 1 into a two‑platform comparative audit. It shows where ChatGPT and Gemini align, where they diverge and how competitor presence shifts between them. It gives organisations broader observational clarity without adding complexity.

Ideal for

  • Organisations needing visibility across more than one AI system
  • Brands in competitive or crowded categories
  • Teams running pre-campaign or pre-launch checks
  • Clear comparison of platform-level outputs
  • Organisations monitoring how competitor mentions shift between platforms
  • Brands wanting to identify early inconsistencies in category framing
3
ChatGPT Gemini Copilot

Tier 3 - Three-Platform Behavioural Comparison Brand Visibility Audit

A three‑platform behavioural comparison showing how ChatGPT, Gemini and Copilot present your brand and competitive space across shared enquiry paths.

Scope

  • Three major AI platforms -ChatGPT, Gemini and Copilot
  • 105 structured probes (35 per platform) across definitional, category, comparison, task, audience, positioning, risk and technical domains
  • Full three‑platform coverage across the same behavioural domains
  • Structured, exportable scoring
  • Includes direct three AI comparison

Deliverables

  • Category mapping data - How each platform surfaces and positions your brand across core enquiry types.
  • Competitive surfacing - Which competitors appear, how often and in what contexts across all three platforms.
  • Recommendation behaviour data - How platforms handle best, alternatives, X vs Y, and suggestion-driven queries.
  • Visibility gaps - Differences in brand presence, frequency, and contextual placement across all three platforms.
  • Cross-platform comparison - A direct comparison of how all three platforms answered the same probe set - showing differences in structure, detail and presentation behaviour.

Positioning

Tier 3 adds Copilot to the audit, giving organisations a three‑platform behavioural map across the most used consumer AI systems. It reveals deeper behavioural differences, broader competitor surfacing and more structural variation in how platforms describe categories, brands and alternatives.

Ideal for

  • Organisations needing full coverage across the three dominant consumer AI systems
  • Brands in highly competitive or multi-channel categories
  • Teams preparing for major campaigns or launches
  • Organisations tracking how competitor mentions shift across a wider platform set
  • Brands wanting to spot deeper inconsistencies in category framing and brand positioning
4
ChatGPT Gemini Copilot Claude

Tier 4 - Four-Platform Behavioural Comparison Brand Visibility Audit

A full four‑platform behavioural comparison showing how ChatGPT, Gemini, Copilot and Claude present your brand and competitive space across the same structured probe set.

Scope

  • 4 AI platforms: ChatGPT, Gemini, Co-Pilot, Claude
  • 35 probes per platform
  • 140 total outputs
  • Same behavioural domains across all four systems (definitional, category, comparison, task, audience, positioning, risk and technical)
  • Structured, exportable scoring
  • Includes four AI comparison

Deliverables

  • Brand summaries - How each platform presents the brand in general terms.
  • Category framing - How each system describes the category, its boundaries, and its key attributes.
  • Competitor surfacing - Which competitors appear, how often, and in what context across all four platforms.
  • Recommendation patterns - How platforms position the brand in best, top, alternatives, and X vs Y outputs.
  • Comparative visibility - Side-by-side view of how the brand is presented across all four platforms.
  • Inconsistency mapping - Where platforms differ on category framing, competitor lists, or brand positioning.

Positioning

Tier 4 is the complete multi‑platform behavioural audit, covering all major AI systems with meaningful user reach. It provides the widest observational view of how a brand is presented, compared and surfaced across the current AI landscape. This tier is for organisations that need maximum competitive context and a clear understanding of how their brand appears across consumer and workplace AI systems.

Ideal for

  • Organisations that need full coverage across the four major AI platforms
  • Brands in competitive or crowded categories
  • Teams preparing for major campaigns or launches
  • Organisations tracking how competitor mentions vary between systems
  • Brands wanting to identify deeper inconsistencies in category framing and brand presentation
  • Organisations that want the widest observational view of brand, category, and competitor visibility across the main AI systems

Audit Packages

Tier 1 $540 (Approx £400) One audit across 1 AI platform. 35 probe questions total.
Purchase Tier 1

Tier 2 $1215 (Approx £900) One audit across 2 AI platforms. 70 probe questions total. Includes 2‑AI comparison.
Purchase Tier 2

Tier 3 $2025 (Approx £1500) One audit across 3 AI platforms. 105 probe questions total. Includes 3‑AI comparison.
Purchase Tier 3

Tier 4 $2970 (Approx £2200) One audit across 4 AI platforms. 140 probe questions total. Includes 4‑AI comparison.
Purchase Tier 4

Selecting a tier opens our online shop in a new tab, where you enter your details directly in the checkout form and make payment. You will be notified of progress and receive dellivery via the email you provide. All purchases are charged in USD. GBP amounts are approximate and may vary slightly with your bank’s exchange rate.

Prices shown are tax‑exclusive. VAT/sales tax is added at checkout where required.