Wrong Category
Your company describes itself as a specialized provider. AI places it in a much broader or materially different category.
Could This Be Happening to Your Company?
What Could AI Be Getting Wrong About Your Company?
Explore possible category, discovery, differentiation and evidence gaps. These are scenarios to investigate — not findings about your company. Your Snapshot reports only what the reviewed evidence supports.
Competitors Show Up
Relevant competitors appear in non-branded buyer prompts while your company does not.
Differences Get Lost
AI understands what you sell but misses the reasons a buyer might choose you over comparable providers.
Missing Evidence
AI has limited or inconsistent public evidence available to confidently describe, compare, or position the company.
The AI Visibility Snapshot tests for these kinds of gaps across a defined set of buyer-style prompts.
AI May Know Your Company — But Does It Understand Why Buyers Should Choose You?
When AI systems misunderstand your expertise, category or positioning, buyers using those systems may receive an incomplete picture of your business. The Snapshot helps identify which specific gaps are supported by the tested answers, rather than assuming lost sales or promising improved rankings.
Illustrative Sample — Not a Client Result
AI may recognize your name without understanding your specialization.
This hypothetical example shows how a documented observation could become a useful commercial decision, not a verified finding about a real company.
Buyer-style prompt
“Which vendors offer specialized workflow automation for mid-sized organizations?”
Illustrative observation
An AI answer groups a specialized workflow provider with broad IT consulting firms, without explaining its specialization.
Potential next step
Review category language, service descriptions and supporting evidence, then prioritize changes based on the documented findings.
What Is AI Visibility?
AI Visibility is not the same as SEO, PR or branding.
These disciplines can overlap, but they answer different questions. AI Visibility focuses specifically on how selected AI systems find, interpret, compare, and describe your company during buyer-style research.
| Area | Primary Focus |
|---|---|
| SEO | How search engines discover and rank web pages |
| PR | Media exposure and external coverage |
| Branding | How people perceive and remember the company |
| AI Visibility | How AI systems find, interpret, compare, and describe the company |
The Snapshot does not replace SEO, PR, or branding. It assesses what selected AI platforms currently surface about your company and where meaningful representation or discovery gaps may exist.
See What You’ll Receive
The assessment turns AI responses into clear business findings.
See the prompts tested, AI responses observed, competitor observations, documented gaps, prioritized recommendations, and executive summary — all human-reviewed before delivery.
Illustrative Finding
Company positioning
“ABC Consulting helps manufacturing companies reduce logistics costs through supply chain optimization and procurement strategy.”
AI representation
“ABC Consulting provides innovative business solutions for growing organizations.”
Observed gap
The AI description is materially broader and does not preserve the company’s manufacturing, supply-chain, or procurement specialization.
Illustrative example only. Actual findings depend on the company, prompts, platforms, and evidence reviewed. A real anonymized benchmark finding can replace this example when verified data is available.
Illustrative Examples
These examples show the type of observation an assessment can contain. Actual findings depend on the company, prompts, platforms, and evidence reviewed.
01. Cover
Executive AI Visibility Assessment™
04. Executive Summary
Score, strengths, risks and opportunities
15. AI Visibility Maturity Model™
Current and target visibility position
19. Methodology & Evidence
Assessment principles, sources and evidence structure
Click any page to view it at full size. The remaining assessment pages, detailed findings, recommendations, and implementation guidance are included in the full assessment.
See what the assessment shows about your company, where meaningful gaps may exist, and what deserves attention first.
From the AI Visibility Benchmark
One real example of how AI representation can differ from company positioning.
An anonymized observation from the Zero Eight Systems AI Visibility Benchmark 2026.
Company positioning
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AI representation
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Observed gap
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Potential commercial implication
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Anonymized benchmark observation. Results reflect the platforms and prompts tested at the time of the study.
How AI Changes Buyer Research
Being clear on your website does not guarantee that AI represents you the same way.
The practical question is not whether every buyer uses AI. It is whether your company is represented clearly when relevant AI-assisted research happens.
Understanding
AI may interpret your category, audience, offer, or positioning differently from the way your company presents itself.
Discovery
Relevant competitors may appear in non-branded buyer prompts while your company appears less often or not at all.
Comparison
AI may compare your company with the wrong alternatives or omit differentiators that matter to buyers.
Consistency
One answer is not enough. Results can vary by prompt, platform, context, and timing, so the Snapshot looks for patterns across a defined test set.
The assessment asks:
Do we appear for relevant buyer questions, does AI understand what we do, which competitors appear, and what deserves attention first?
The goal is not to predict or guarantee future AI behavior. It is to document what selected platforms and prompts show at the time of the assessment.
A Focused First Step
You do not need a full audit to find out whether there is something worth investigating.
The AI Visibility Snapshot is designed to answer a narrower question before you commit to a deeper assessment.
Are there meaningful differences in how selected AI platforms currently understand, surface, or position your company?
01
Buyer-Style Discovery
Test how your company appears in selected buyer-style prompts, not only branded questions.
02
Category & Positioning
Check whether AI places the company in the category and market context you actually compete in.
03
Competitor Visibility
See which comparable companies are surfaced alongside—or instead of—your company.
04
Material Representation Gaps
Separate minor wording differences from gaps that could affect how buyers understand the company.
If the findings point to deeper structural, authority, or positioning issues, the Full Audit provides the broader assessment and roadmap.
How It Works
We find what is unclear and show you what to fix.
We review your website, company information, digital presence, and trust signals. Then we show you what is working, what is missing, and what should be improved.
We Review Your Company
We check how clearly your company, services, and market position are presented online.
The goal is to see what AI can understand today.
We Find the Gaps
We identify unclear messages, missing information, weak structure, and trust problems.
These gaps can make your company harder to find and recommend.
We Set Priorities
We show which changes matter most and what should be fixed first.
You get a clear order instead of a long list of random changes.
We Give You a Plan
You receive a practical roadmap for improving clarity, trust, and AI visibility.
The plan is written in simple business language.
Together, these steps help make your company easier for AI to find, understand, trust, and recommend.
Our Review Process
A clear method for understanding how AI sees your company.
We review AI responses alongside your website and relevant public sources, including company mentions, reviews, and third-party references where available.
AI Responses
How selected AI platforms describe, categorize, and compare your company.
Website
How clearly your website explains your company, services, and positioning.
Public Sources
Relevant company mentions, reviews, and third-party references where available.
Company Understanding
Can AI clearly identify what your company does?
Service Understanding
Can AI understand your main services and who they are for?
Category Positioning
Is your company placed in the right market and service category?
Trust Indicators
Can AI find clear proof that your company is credible?
Authority Signals
Does your digital presence support your expertise and experience?
Competitive Differentiation
Can AI understand what makes your company different from competitors?
Multi-Platform ReviewSelected leading AI platforms
Structured MethodologyConsistent review across key visibility areas
Human ValidationFindings reviewed before delivery
Evidence-Backed FindingsRecommendations tied to observable signals
These findings are organized into an Executive AI Visibility Assessment with prioritized recommendations and an implementation roadmap.
Why Zero Eight Systems
Human-reviewed analysis built for business decisions.
We combine structured AI testing with human review so you get clear findings, practical priorities, and transparent limitations — not just another dashboard.
Business Perspective
We look at what AI tells a potential buyer about your company, not only whether your pages appear.
Structured Review
The same core areas are reviewed across company understanding, positioning, trust, authority, and differentiation.
Human-Reviewed Findings
Findings and recommendations are reviewed before delivery for clarity, relevance, and practical next steps.
Fixed ScopeYou know what is included before the work starts.
Clear Delivery WindowDefined delivery time for each assessment.
No Subscription RequiredStart with a one-time project.
Transparent LimitationsWe do not claim to know a model’s hidden reasoning.
Who Reviews the Findings?
Human review with a commercial B2B perspective.
Important findings and conclusions are reviewed through a commercial decision lens before delivery.
Anders Nielsen · Review Lead
AI & Digital Business Development | B2B Sales
20+ years of technical and commercial B2B experience, with a background in Business Management and engineering.
Experience spans technical sales, business development, negotiation, energy, construction, and project-based commercial environments.
The purpose is simple: help the client understand what the evidence actually supports before a larger commitment is made.
What the Review Adds
The review focuses on three questions:
- Does the evidence support the conclusion?
- What are the potential commercial implications?
- Which issues deserve the most attention?
The objective is clearer, more commercially grounded decision support — not a substitute for specialist legal, tax, regulatory, engineering, or financial advice.
Who This Audit Is For
Best fit for companies where clear positioning and digital trust matter.
The audit is designed for companies that need AI platforms to understand their services, expertise, category, and market position more clearly.
B2B SaaS Companies
Companies that need AI to understand their product, use cases, target buyers, and category clearly.
Cybersecurity Companies
Businesses operating in crowded categories where trust, differentiation, and accurate positioning are critical.
IT Services Firms
Firms with complex services that need clearer digital explanations of what they do and who they help.
Technology Consultancies
Consultancies that depend on expertise, authority, and clear differentiation during buyer research.
Professional Services Firms
Companies that need their expertise, services, and market position represented accurately across AI-assisted research.
Companies Repositioning or Entering New Markets
Businesses changing their offer, category, audience, or market and needing AI systems to understand that change.
Leadership Visibility
Questions your team should be able to answer.
The Snapshot is designed to give leadership a clearer view of how the company is currently represented in selected AI-assisted buyer research.
Are We Showing Up?
Do we appear for relevant non-branded category and vendor questions?
Are We Described Correctly?
Does AI understand what we do, who we serve, and where we fit?
Which Competitors Appear?
Which companies are surfaced alongside, or instead of, us in the tested prompts?
Are Our Differentiators Visible?
Do AI answers reflect the reasons a buyer should understand our company as distinct?
Snapshot vs Full Audit
Choose the level of analysis that fits the decision in front of you.
The Snapshot identifies the clearest AI visibility and positioning gaps. The Full Audit goes deeper into why those gaps may exist and what should be prioritized next.
| What You Get | Snapshot $625 |
Full Audit $995 |
|---|---|---|
| AI platform assessment | ✓ | ✓ |
| Buyer-style prompt testing | 5–7 prompts | Broader testing |
| Competitor observations | Focused | Deeper |
| Positioning / category review | ✓ | ✓ |
| Prioritized recommendations | 3 | Expanded |
| Executive assessment | — | ✓ |
| Strategic roadmap | — | ✓ |
| Implementation priorities | — | ✓ |
| Delivery | 5–10 business days | 7–10 business days |
Snapshot is designed to identify the clearest AI visibility and positioning gaps.
Full Audit goes deeper into why those gaps may exist and what should be prioritized next.
Choose Your Starting Point
Start focused. Go deeper when you need to.
Most companies start with the Snapshot. If the first assessment identifies broader gaps, the Full Audit provides deeper analysis and a prioritized implementation roadmap. Neither service guarantees future mentions, rankings, citations, inclusion, or recommendations on third-party AI platforms.
AI Visibility Snapshot
A focused first assessment of how selected AI platforms currently surface and describe your company.
What You Get
- 2 AI platforms
- 5–7 buyer-style prompts
- Category and positioning review
- Competitor observations
- 3–5 documented, human-reviewed findings
- 3 prioritized recommendations
- Concise findings report
Introductory Price
$625$795
Save $170 USDHuman-Reviewed Findings
Every assessment includes documented findings, supporting observations, and prioritized recommendations that are manually reviewed before delivery. We stand behind the quality and integrity of our review process and deliverables, but we do not guarantee future rankings, mentions, citations, inclusion, or recommendations by third-party AI platforms.
Human-reviewed · Fixed scope · Delivered in 5–10 business days · No subscription
Full AI Visibility Audit
A deeper review of positioning, trust, authority, competitive differentiation, and what to improve next.
Deliverables
- Multi-platform AI visibility and positioning review
- Expanded buyer-intent prompt and response analysis
- Competitor visibility and differentiation comparison
- Website content and AI-readable messaging assessment
- Trust, authority, and company information consistency review
- Documented visibility gaps and supporting evidence
- Prioritized recommendations and implementation roadmap
- Executive AI Visibility Assessment with actionable next steps
Introductory Price
$995$1,250
Save $255 USDHuman-Reviewed Findings
Every assessment includes documented findings, supporting observations, and prioritized recommendations that are manually reviewed before delivery. We stand behind the quality and integrity of our review process and deliverables, but we do not guarantee future rankings, mentions, citations, inclusion, or recommendations by third-party AI platforms.
Human-reviewed · Fixed scope · Delivered in 7–10 business days · No subscription
Implementation
AI Visibility System
From$5,000per project
We implement the most important improvements identified in your AI Visibility Audit.
Deliverables
- Messaging and positioning updates
- Website structure improvements
- Company and service clarity
- Trust and authority signal improvements
- Structured data improvements
- AI visibility optimization plan
Scope and pricing are confirmed after the assessment, based on the findings, priorities, and work required. Implementation is separately scoped and invoiced; it is not purchased by card.
Partnership
AI Authority Retainer
From$2,500per month
Ongoing support to improve and maintain your AI visibility over time.
Focus
- AI visibility monitoring
- Competitor tracking
- Trust and authority improvements
- Ongoing strategic support
Available after assessment and implementation where appropriate. Ongoing support is separately scoped and invoiced.
What We Can — and Cannot — Promise
We analyze, identify, prioritize, and recommend changes designed to improve the signals, clarity, evidence, and positioning that can support stronger AI discovery, understanding, comparison, and recommendation. Because AI platforms are independent and continuously changing, future rankings, mentions, citations, inclusion, or recommendations cannot be guaranteed.
What Happens Next?
A simple four-step process.
From platform selection to your final assessment, each step is clear and easy to follow.
Select Your AI Platforms
Choose up to three platforms for the audit.
Submit Your Company Information
Send your website, main services, target market, and any competitors you want included.
We Conduct the Review
We assess how the selected AI platforms understand and present your company.
Receive Your Audit and Roadmap
Your Executive AI Visibility Assessment and implementation roadmap are delivered within 7–10 business days after project kickoff.
Frequently Asked Questions
Clear answers before you begin.
Learn what the audit covers, what you receive, and what happens after the review.
What is AI Visibility?
AI Visibility refers to how easily AI platforms can find, understand, and accurately describe your company.
Which AI platforms do you review?
We review up to three platforms selected from ChatGPT, Google Gemini, Microsoft Copilot, Google AI Search, and Perplexity.
What do I receive?
You receive a clear, human-reviewed assessment showing how AI understands your company, what information may be missing or unclear, and what improvements should be prioritized first.
How is AI Visibility different from SEO?
SEO focuses mainly on visibility in search engines. AI Visibility focuses on whether AI platforms can find, understand, describe, compare, and potentially include your company in relevant answers. The two areas can support each other, but they are not the same.
What does a typical audit uncover?
Common findings include unclear company positioning, inconsistent service descriptions, weak trust signals, missing authority signals, category confusion, and gaps that make the company harder for AI systems to understand or differentiate.
What can we implement ourselves?
Many recommendations can be implemented internally. The assessment prioritizes what to change, why it matters, and where it should be addressed. Companies that want support can also continue with implementation through the AI Visibility System service.
Do you guarantee AI recommendations?
Our goal is to help your company become easier for AI systems to understand, trust, and recommend. Recommendations cannot be guaranteed because AI platforms change constantly.
How long does the audit take?
Most audits are completed within 7–10 business days after project kickoff.
Do you implement the recommendations?
Yes. Companies can choose to continue with implementation through the AI Visibility System service.
Who is this for?
The audit is designed for B2B companies, professional services firms, agencies, consultants, and other organizations that rely on being discovered online.
Before You Invest More In Visibility
Find out how selected AI platforms currently represent your company.
Assess whether your company appears in relevant buyer-style research, how it is described, which competitors surface, and which gaps deserve attention first.