When was the last time you clicked on a Google result?
Not searched. Not scrolled. Actually clicked.
If your answer is “less than before”, you’re not alone. Your buyers are behaving the same way. Except now, instead of clicking through multiple pages, they are increasingly relying on AI-generated answers that summarize information for them… sometimes without ever mentioning your brand.
That shift changes more than just traffic patterns. It changes what visibility actually means.
For years, you’ve likely tracked Share of Voice. Rankings, impressions, and brand presence across channels. It made sense in a world where being visible meant appearing in search results.
Today, visibility means something else.
It means being included in the answer itself.
Welcome to Share of Model.
What is Share of Model?
Consider how tools like ChatGPT, Perplexity AI, or Google AI Overviews operate.
They no longer present a list of links.
They generate a consolidated response.
In doing so, they make decisions such as:
- Which companies to reference
- Which sources to rely on
- Which solutions to recommend
How often is your company included in those responses?
That is your Share of Model.
Not how often you rank. Not how often you appear in search results. But how often you are selected and cited in AI-generated answers.
Share of Voice vs. Share of Model
Let’s put this into a practical perspective.
You may currently have:
- Strong rankings for key terms
- A solid backlink profile
- Consistent organic traffic
And still have minimal presence in AI-generated responses.
Why?
Because AI systems evaluate content differently.
A simple distinction helps clarify the shift:
Share of Voice indicates visibility in search results. Share of Model indicates inclusion in the final answer.
Those are fundamentally different outcomes.
Why this shift matters for B2B growth
You might be wondering if this is already impacting buying behavior. The answer is yes.
Think about how decisions start today. When a buyer asks:
“What is the best ERP for a mid-sized manufacturing company?”
They often read the generated answer, refine their question, and continue the process without exploring multiple sources.
Now consider the implication.
If your company is not mentioned in that initial response, you are not part of the early consideration set.
This is why Share of Model is becoming increasingly relevant for growth leaders. It reflects how decisions are influenced before a buyer ever reaches your website.
The gap in most B2B content
Many B2B content strategies were built around traditional search.
You have likely seen content such as:
- Generic “Top 10 tools” articles
- Pages optimized for keywords but lacking depth
- Variations of existing content with minimal differentiation
This approach delivered results in the past.
However, AI systems prioritize different signals.
They favor:
- Demonstrated expertise
- Specific and verifiable information
- Context grounded in real scenarios
- Consistency across multiple sources
Content that lacks these elements is not penalized. It is simply not selected.
What increases your Share of Model
Improving your presence in AI-generated answers requires a shift in how content is created and structured.
1. Provide clear, quotable statements
AI models prioritize clarity and precision.
Instead of general claims:
- “We help companies improve efficiency”
Use statements such as:
- “We reduced onboarding time from 3 weeks to 4 days for a manufacturing client”
- “Our platform processes 10,000 invoices per hour with 99.8 percent accuracy”
Would this statement be credible enough to be referenced in an AI-generated answer?
If not, refine it.
2. Support positioning with evidence
Positioning alone is no longer sufficient.
AI systems look for supporting signals, including:
- Case studies with measurable outcomes
- References to real clients or industries
- Clear before and after comparisons
Even incremental specificity adds value.
General statements provide context. Quantified results provide credibility.
3. Build depth around key topics
A single article rarely establishes authority.
AI models evaluate your broader presence across a topic.
This includes:
- Multiple pieces of content addressing different aspects
- Consistent terminology and messaging
- Logical internal connections between topics
Think of your content as a structured body of work rather than isolated assets.
4. Align with real buyer questions
AI tools are fundamentally question-driven.
Your content should reflect how buyers actually express their needs.
Instead of formal, abstract phrasing:
- “enterprise resource planning optimization solutions”
Focus on real-world questions:
- “Why is our ERP slowing down operations?”
- “What should we consider before switching ERP systems?”
This alignment increases the likelihood of your content being used as a reference.
5. Maintain consistency across channels
AI models aggregate signals from multiple sources, not just your website.
These include:
- Articles and blog content
- Interviews and external publications
- Social media content
If your positioning varies across these channels, it weakens your overall credibility.
Consistency reinforces trust. Trust increases the likelihood of being included in AI-generated responses.
How to start measuring Share of Model
There is currently no single standardized metric for Share of Model.
However, you can begin tracking it through a structured approach:
- Identify key queries relevant to your business
- Test them in tools such as ChatGPT and Perplexity AI
- Record whether your brand is mentioned
- Monitor changes over time
- Compare your presence with competitors
A simple tracking framework might include:
- Query
- Platform used
- Brands mentioned
- Position or prominence in the answer
- Context of the mention
Over time, this provides a clearer view of your visibility within AI-generated responses.
What this could look like for you
Consider your current position.
If you evaluated 20 relevant queries today, how often would your brand appear in AI-generated answers?
For many companies, the answer is still “rarely.”
That is not a concern. It reflects where the market is today. What matters is how you respond.
You do not need to overhaul your entire strategy overnight.
But you do need to start testing, observing, and adapting.
Your buyers are already using AI to inform their decisions: Are you part of those answers?
If you want to explore this topic in more depth, including practical frameworks, real examples, and how to operationalize Share of Model within your marketing strategy, we will be covering this in detail in our upcoming Search Visibility Bootcamp.
It is designed to help you assess your current visibility, identify gaps, and build a structured approach to becoming consistently present in AI-generated answers.
Because visibility is no longer just about being found. It is about being included where decisions begin.
