Baseline recognition
202 of 248 models
202 recognized
46 not recognized
Built for answer engine optimization
Make AI recommend your business
AEOchamp shows how 200+ AI models classify your business, who they think you serve, and what job they associate with you. Use those answers to clarify your website, correct misunderstandings, and make your business easier for AI to understand and recommend.
No credit card required
Free tier available
200+ models checked
200+
AI models
35+
AI providers
1,000+
Domains analyzed
15/day
Live website analyses
OpenAI
40 models
Anthropic
11 models
Google
18 models
Meta
6 models
Mistral
16 models
DeepSeek
10 models
Qwen
37 models
NVIDIA
5 models
xAI
5 models
Cohere
4 models
Z.ai
6 models
Moonshot AI
5 models
Amazon
5 models
MiniMax
4 models
Microsoft
2 models
Sao10K
3 models
Inclusion AI
2 models
Nous Research
2 models
Tencent
2 models
Xiaomi
2 models
Reka AI
2 models
AllenAI
1 models
Anthracite
1 models
Arcee AI
1 models
Deep Cogito
1 models
Gryphe
1 models
IBM Granite
1 models
Inception
1 models
Mancer
1 models
Meta AI
1 models
AI SEO analysis
See whether AI understands what you do
Before AI can recommend a business, it needs a clear understanding of its category, audience, and purpose. Compare the evidence across hundreds of models—not one isolated prompt.
example.com
Active
·
Champion
Last analyzed 8 minutes ago
Domain Clarity
Training data
Compare model knowledge with live website analysis
Training data shows what each model already knows without visiting your website. Live data shows what the same model understands after reviewing it.
Category
Reserved domain
71%
Internet standards
29%
Audience
Developers
57%
Educators
29%
Other
14%
Jobs-to-be-done
Documentation examples
71%
Testing URLs
29%
Training data evidence
Compare each model's answer
| Model | Category | Audience | Job | Confidence | Status | Expand | ||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
OpenAI
5 models
|
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GPT-5.6
openai/gpt-5.6
|
Reserved domain
|
Developers
Educators
|
Documentation examples
|
98
|
Recognized | |||||||||||||||||||||||||||||||||||||||||||
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Model answer Example.com is a reserved domain maintained for documentation, tutorials, and illustrative examples. |
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GPT-5.5
openai/gpt-5.5
|
Reserved domain
|
Developers
|
Documentation examples
|
79
|
Recognized | |||||||||||||||||||||||||||||||||||||||||||
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Model answer Example.com is a reserved domain maintained for documentation, tutorials, and illustrative examples. |
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GPT-5.4
openai/gpt-5.4
|
Reserved domain
|
Developers
|
Testing URLs
|
61
|
Recognized | |||||||||||||||||||||||||||||||||||||||||||
|
Model answer Example.com is a reserved domain maintained for documentation, tutorials, and illustrative examples. |
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GPT-5.3
openai/gpt-5.3-chat
|
Internet standards
|
Developers
|
Documentation examples
|
39
|
Recognized | |||||||||||||||||||||||||||||||||||||||||||
|
Model answer Example.com is a reserved domain maintained for documentation, tutorials, and illustrative examples. |
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GPT-5.2
openai/gpt-5.2
|
Reserved domain
|
Educators
|
Documentation examples
|
20
|
Recognized | |||||||||||||||||||||||||||||||||||||||||||
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Model answer Example.com is a reserved domain maintained for documentation, tutorials, and illustrative examples. |
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GO
Google
2 models
|
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Gemini 3.1 Pro
google/gemini-3.1-pro-preview
|
Reserved domain
|
Developers
|
Testing URLs
|
93
|
Recognized | |||||||||||||||||||||||||||||||||||||||||||
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Model answer Example.com is a reserved domain maintained for documentation, tutorials, and illustrative examples. |
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Gemini 3.1 Flash
google/gemini-3.1-flash-lite
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-
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-
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-
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- | Not recognized | |||||||||||||||||||||||||||||||||||||||||||
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Model answer Example.com is a reserved domain maintained for documentation, tutorials, and illustrative examples. |
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Replace uncertainty with evidence
Stop wondering what AI says when you are not in the room
Customers increasingly ask AI systems to explain products, compare services, and suggest providers. AEOchamp gives you a direct view of how those models currently describe your domain, without reducing hundreds of answers to one vague score.
Do models recognize the domain?
See recognized and not recognized results separately.
Do they understand the same category?
Compare every category answer and its distribution.
Does the website change the answer?
Place live results directly below the training baseline.
Understanding map
01 / 08Start with evidence
First, establish what AI thinks today.
Before you rewrite a headline or reposition a product, capture a baseline. AEOchamp shows whether a model recognizes your business, its category, its audience, and the job it believes you do.
A Model A
Current snapshot
- Recognized
- Yes
- Category
- Marketing analytics
- Audience
- Enterprise teams
- Job
- Measure online presence
- Confidence
- 62%
A baseline replaces assumptions with something you can compare.
One model
One model tells you about one model.
That result is useful—but narrow. It cannot tell you whether the same understanding is shared by another model, another provider, or a newer release.
A Model A
Recognized
- Category
- Marketing analytics
- Audience
- Enterprise teams
- Job
- Measure online presence
One answer ≠ the AI market.
Add a provider
A second model creates a comparison.
Check a model from another provider and differences become visible. One may understand your category while another misses your audience or confuses the job your product performs.
Cross-provider comparisonSame domain
A Provider A
- Category
- Marketing analytics
- Audience
- Enterprise teams
- Confidence
- 62%
B Provider B
- Category
- AI visibility software
- Audience
- SEO teams
- Confidence
- 81%
Same business. Two materially different interpretations.
Follow model releases
A provider's releases become a timeline.
Order one provider's models reverse chronologically—newest first—and you can compare how its training knowledge changes from one release to the next.
Provider A / model lineageNewest first ↓
Model A-3
88%
Model A-2
68%
Model A-1
41%
Model A-0
19%
Compare providers
Multiple providers reveal the wider pattern.
Repeat that analysis across providers and isolated answers become a market view. You can see where understanding is consistent, where it diverges, and where your business remains unknown.
Provider mapDomain understanding
A Provider A
Newest
Previous
Older
B Provider B
Newest
Previous
Older
C Provider C
Newest
Previous
Older
D Provider D
Newest
Previous
Older
E Provider E
Newest
Previous
Older
F Provider F
Newest
Previous
Older
Separate training from live
Now distinguish memory from website clarity.
Training analysis shows what a model already knows. Live analysis shows what it understands after reviewing your website today. The gap tells you whether the current site makes the business clearer.
Same model / same domainTwo data modes
Training knowledge
Without visiting the website
- Category
- Marketing analytics
- Audience
- Unclear
Live understanding
After reviewing the current website
- Category
- AI visibility software
- Audience
- SEO and brand teams
Clearer after reading the site
Measure your adjustments
Your changes become observable—not assumed.
Use AEOchamp's evidence to clarify your website, rerun live analysis, and compare the result. When later model releases arrive, check training knowledge again to see whether their understanding has changed.
Evidence → adjustment → comparisonRepeat
-
01
Baseline
Find the gap
Models miss your audience and misclassify the product.
-
02
Adjust
Clarify the website
Make category, audience, and job to be done explicit.
-
03
Measure
Rerun live analysis
Compare how models interpret the updated site.
-
04
Track
Check later releases
Observe whether newer training knowledge becomes clearer.
A clearer live result is measurable today. Future model training is observable when a new release arrives, but it is never guaranteed.
Put it all together
Automate it across 200+ models.
Separate models by provider. Order releases newest first. Compare training knowledge with live understanding. Repeat it automatically.
200+AI models
35+Providers
2Data modes
Start with evidence
1 of 8
AI search visibility analysis
Measure the signals behind your AI visibility
AEOchamp turns vague AI brand visibility into a structured view of how models interpret your business.
Recognition
See whether each model recognizes your domain or reports that it does not know enough.
Category
Check which market or product category the model associates with your business.
Audience
Learn who the model believes your product or service is for.
Job to be done
See which customer problem or outcome the model connects to your business.
Confidence
Distinguish a clear model understanding from a tentative guess.
Model answer
Read the underlying response instead of relying on an unexplained score.
Analysis history
Review previous analyses to understand how model interpretations change over time.
One shared view
Compare these signals across models, providers, releases, and data modes.
Training knowledge versus live understanding
See what AI already knows and how your website changes its understanding
A model's existing knowledge and its interpretation of your current website are not the same thing. AEOchamp separates them so you can see where the gap comes from.
Training data analysis
Free
What the model already knows
Analyze the model without giving it your current website. Establish the baseline before changing the signal.
- Analysis across 200+ models
- Recognition, category, audience, job, and confidence
- New model releases added automatically
Use this as your baseline: the model's answer before it reviews today's website.
Live website analysis
Champion
What the model sees today
Let an eligible model review the current site, then compare its live answer directly with the training-data baseline.
- 140+ models eligible for live analysis
- Up to 15 live analyses per domain each day
- Training-versus-live comparison by model
Evidence shows whether the current website changes the answer. It does not promise rankings or recommendations.
If live understanding is clear but existing knowledge is weak, the challenge may be awareness. If both are unclear, the website's positioning may need work. AEOchamp provides evidence; it does not guarantee citations or recommendations.
How AEOchamp works
From domain to model-by-model evidence
Run a repeatable AI SEO analysis without manually checking hundreds of individual models.
Add your domain
Run an AI SEO analysis without configuring hundreds of prompts or providers by hand.
Review training knowledge
See which models recognize the business and how each classifies its category, audience, and purpose.
Compare the live website
Check whether current website signals make the same model's understanding clearer, different, or unchanged.
Who it is for
A clearer view for the teams shaping your positioning
Founders & product marketers
Check whether AI can explain the category, customer, and value proposition you intend.
Brand & communications teams
Monitor how consistently different providers describe the business and its market.
SEO & content teams
Connect website changes with changes in live AI understanding, based on evidence rather than assumptions.
Agencies
Give clients model-level evidence and a repeatable baseline for ongoing AEO work.
Verified product coverage
Broad coverage without a black-box score
Every answer stays attached to the model that produced it, so averages never erase the evidence.
Active catalog
200+
AI models analyzed
Provider range
35+
AI providers represented
Live capable
140+
models eligible for live analysis
Daily allowance
15/day
live analyses per domain
Coverage changes as providers release, retire, or update models. AEOchamp keeps the catalog organized by provider and model so you can inspect the source of every result.
Pricing
Start with what AI already knows
Build a free baseline, then add live website analysis when you need to compare existing knowledge with the current site.
Free
$0
Build a training-data baseline for one domain.
- Analysis across 200+ AI models from 35+ providers
- Training data for every model
- New models added to training automatically
- Live analysis not included
Champion
$49 / month / domain
Or $59 per month when billed monthly.
- Everything in Free
- Live data across 140+ eligible models
- 15 live analyses per domain each day
- Compare training and live answers
Frequently asked questions
AI SEO, visibility, and model analysis
Clear answers about what AEOchamp measures and what it does not claim to do.
What is AI SEO?
AI SEO has two common meanings: SEO for AI systems and using AI to perform traditional SEO tasks. AEOchamp focuses on the first meaning by analyzing how AI models recognize and interpret a business.
What is SEO for AI?
SEO for AI means making a business and its information clear, accessible, and trustworthy to AI-assisted search and answer systems. It overlaps with established SEO fundamentals but focuses on how AI systems understand, describe, and surface the business.
What is AI search visibility?
AI search visibility describes how a business appears in AI-assisted discovery. AEOchamp measures the understanding behind that visibility: recognition, category, audience, job to be done, confidence, and the model's underlying answer.
What is AI brand visibility?
AI brand visibility is a brand's presence and representation in AI-generated experiences. AEOchamp focuses on whether models know the brand and interpret its category, audience, and purpose correctly.
What is answer engine optimization?
Answer engine optimization, or AEO, is the practice of making information clear, trustworthy, and accessible to systems that generate direct answers. It overlaps with good SEO, useful content, crawlability, and consistent brand information. It is not a guaranteed way to earn an AI citation.
How is AEOchamp different from a citation tracker?
Citation trackers monitor whether a brand or page appears in selected AI responses. AEOchamp examines a different layer: what many models understand about the business itself. It compares recognition, classification, audience, job to be done, and confidence across models.
What is the difference between training and live analysis?
Training analysis checks what a model already knows without reviewing the website first. Live analysis lets an eligible model inspect the current site. Comparing both shows whether unclear results come from limited existing knowledge or the site's current positioning.
Does AEOchamp track Google AI Overview rankings or citations?
Not currently. AEOchamp analyzes model knowledge and live website interpretation. It is not direct Google AI Overview rank or citation tracking.
How can I get my business recommended by AI?
Start by making the business easy to identify and understand consistently across its website and other trusted sources. AEOchamp can reveal whether models recognize the business and interpret its category, audience, and purpose correctly. That evidence can guide improvements, but no change guarantees an AI recommendation.
Does AEO replace SEO?
No. Strong technical SEO, indexing, useful content, structured information, and authority remain important. AEOchamp should be used alongside Search Console and established SEO practices, not as a replacement for them.
Start your answer engine optimization check
Get your first domain analyzed for free. No credit card required. See whether AI models recognize your business and how they describe it.
Start with one domain and see what AI understands today
35+
Providers
200+
AI Models Checked
User Question:
AI Response:
example.com
💡 Key Insight: This answer includes your domain when the model sees enough context about your service, audience, and proof. AEOchamp helps you track those answers across major AI models.