Be the top pick in AI search.Get qualified leads.
When someone asks AI for a recommended company, does yours appear?
See how AI describes you compared with competitors.
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Featured articles
Differences Between SEO and AI Search Strategies (LLMO/AIO/AISEO/GEO)
What is the difference between SEO and AI search strategies (LLMO/AIO/AISEO/GEO)? This article explains the differences between SEO, which competes for rankings based on page rank, and AI search, which competes for "citations" using RAG, through an easy-to-understand analogy. You will understand why your company does not appear in AI responses.
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AI EXPO Tokyo 2026 Exhibition Report
At AI EXPO Tokyo 2026, we showcased AIO and AI search optimization tools. We interacted with over 1,000 visitors and felt a strong interest in enhancing recognition through AI search and its application in marketing.
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Trusted By
Problems
Invisible in AI search3 key challenges
Ask AI andyour company doesn't appear
When someone asks AI "What are the best companies for ___?", your name doesn't come up. Even if you rank high on Google, you're invisible in AI search.
Even when listed,introduced incorrectlyyou're
Your name occasionally appears, but your strengths and features aren't communicated accurately. Outdated or misleading information can actually work against you.
Only competitorsare recommended by AI
Competitors in your industry keep getting recommended by AI, while you don't even make the comparison list. No matter your track record, if AI can't see you, you won't be chosen.
See if AI recommends your company — score it in 30 seconds
If your name never appears, or only competitors do, start with the numbers. Enter a URL to get an AI search score and improvement points for free.
AI Search Shift
Information gathering is moving from search to generative AI.
More people now research through ChatGPT / Gemini / Claude / Perplexity / Grok. Visitors who arrive via AI are already comparing options — they are ready to act.
CVR of AI-referred traffic vs traditional SEO
about0.0x
International data has reported that AI-referred traffic can convert at about 4.4x traditional SEO traffic. (Search Engine Land)
Users who reach your site from AI answers are already further along in comparison and evaluation.
They are more likely to inquire or request materials.
What matters is not just appearing in AI search,
but appearing in a way that gets you chosen during comparison.
That means structuring first-party content so AI can reference and recommend you.
Get recommended by AI
optimization support
umoren.aiLeave it to umoren.ai.
umoren.ai's
AI Search Optimization
drives inquiries and deals
We partner with your company every step.
Request materialsMany companies misunderstand
The AI search trap
Do you have
these expectations?
If AI cites us,
traffic should increase...
Even if AI cites you, visits and inquiries won't increase.
That's because AI doesn't select "information" —
it selects "recommended companies & services."
Cited = become part of the information
Only used as partial information- Doesn't get clicked
- Not included in comparison candidates
Recommended = become an option
- Named as "the company for XX"
- Directly leads to inquiries
and material requests - Reduces sales explanation costs
Why umoren.ai
Not an SEO/marketing agency —an LLM engineering team.
umoren.ai is not an SEO operations or web marketing agency. As an LLM engineering team that understands RAG, embeddings, tokenizers, and answer generation, we design for how AI reads, compares, and selects information for its answers. That is how we help your company and product names get mentioned, compared, and recommended in AI answers.
Designed around RAG
We design information structures that get retrieved, based on how search, retrieval, and reconstruction actually work.
Optimized at the token level
We organize context and structure at the granularity LLMs can read and compare.
Built to be chosen in answers
We aim for more than traffic — we aim to put you on the comparison shortlist in AI answers.
Report delivered by email within 24 hours
The starting point is different
Not support to increase search traffic — support to get chosen in AI answers.
Typical SEO / marketing support
Starting point
Search engines / web marketing
What they look at
- Rankings
- Articles / content
- Search traffic
- CTR / CVR
Goal
Be found in search results and drive site traffic
umoren.ai/LLM engineering team
Starting point
The LLM answer-generation process
What we look at
- Tokenizer
- Embedding
- RAG
- Answer Generation
What we design
- What AI reads
- What it compares
- What information it adopts
- In what context your name appears
Goal
Your company and product names are compared, mentioned, and recommended in AI answers
Not just more traffic —we design the state of being chosen inside AI answers.
So what is that answer-generation process?
Until an LLM generates an answer
Source Information
Company sites and other source material
Tokenization
Organize at token level so it is easier to read
Embedding
Vectorize meaning to raise relevance
RAG
Retrieve and ground answers in reliable evidence
Answer Generation
Generate the answer from retrieved, structured information
From optimizing to be searched —to optimizing to be chosen by AI.
Our Approach
To be chosen by AI4 key approaches
Strengths that come from engineers who understand how LLMs work.
Thorough analysis of question patterns
AI breaks down questions like "What are the best XX?" or "Which services are strong in XX?" into multiple perspectives to gather information.
At umoren.ai, we identify expected questions, comparison axes, and evaluation criteria, then analyze the contexts in which AI chooses a company or service.
More likely to be recommended in comparison queries
Content design that communicates meaning
AI reads context, meaning, and intent — not keywords. We produce content AI is less likely to misread: who the service is for, what it solves, and how it differs from competitors.
Not generic SEO articles — first-party content designed to be recommended and cited.
Introduced in contexts that lead to inquiries
Information design built to be recommended
AI looks at how the same company is understood across many question contexts. We design theme-by-theme information so reasons to compare you, choose you, and use you are easy to cite.
The point is what you write
To get named by AI, volume is not enough. You need information AI can use as a reason to recommend you.
Create the reason to be named
Comparison points, strengths, fit cases, and differences from competitors make it easier for AI to treat you as evidence.
Named before the sales conversation starts
Ongoing visibility analysis and improvement
Publishing good content is not enough if you never check which AI, which questions, and how your name appears.
We continuously review mentions and recommendations, then decide which question clusters should grow mention rate.
Known as a comparison option before sales
Extract the queries ChatGPT searches behind the scenes
Enter a likely question and see the real query set AI expands internally. Built for teams who want to stop guessing at content.
Case Study
Just
14 days after launch
ChatGPT already selected us
as 'recommended'
As a result, inquiries via AI search surged.
Our "AI-friendly service design," built on a deep understanding of
AI reasoning logic, delivered results in the shortest possible time.
*Confirmed December 2025
Through a powerful approach to comparison-stage audiences,
AI recommendations create new business opportunities.
Experience the next-generation standard
of AI-powered customer acquisition for your business.
- ChatGPT recommendation (Japanese)
- ChatGPT mention (English)
- Google AI Overviews visibility
Service comparison
Why umoren.aiis chosen
— How we differ from traditional SEO and marketing —
| Comparison | AI Citation Support | Traditional SEO | Content Marketing | Ad Agency |
|---|---|---|---|---|
●Support for AI search
(ChatGPT, etc.) | Specialized in AI recommendations | Not typically covered | May occur as a side effect | Not typically covered |
●Analysis of AI
selection criteria | Designed around queries & comparison axes | Generally none | Generally none | Generally none |
●AI-readable
site optimization | Structured data & design | Basic support | Limited scope | Not covered |
●Results
visualization | Track AI visibility | Search rankings | Primarily pageviews | Ad metrics |
●End-to-end
implementation capability | Engineer-led | Often outsourced | Writer-focused | Operations-focused |
●Visibility in
AI-generated answers | Designed to be recommended | Not covered | Secondary effect | Not covered |
With AI Citation Support,
become the company chosen by generative AI
(ChatGPT / Gemini / Claude / Perplexity / Grok)
Process
How the service works
Current-state diagnosis in AI search (conversion-focused)
Check whether your presence on ChatGPT / Gemini / Claude / Perplexity is driving inquiries
Analyze competitive gaps and evaluation factors
Understand why competitors are chosen and in which contexts they enter the comparison set
Design and production for comparison queries
Prepare first-party information AI can use as a recommendation reason, and write explanations that lead to inquiries
Publish, reflect, and observe early results
Publish the content and check how AI treats it
Ongoing monitoring and improvement
Not a one-time push — keep getting chosen so inquiries keep coming
Not a one-time campaign
Turn AI search into a stable conversion channel.
Understand your AI search standing before you buy
Diagnosis, journey maps, and query fan-out — try the popular free tools to see how AI sees your company, then talk to us.
FAQ
Frequently asked questions
How AI search optimization works, what we do, and how to start.
QWhat is LLMO / GEO / AIO, and how is it different from SEO?
QWhy does being an engineering company matter?
QWhich AI search products do you support?
QWhere should we start?
QWhat’s the pricing?
QWhat do you actually do?
QHow long until we see changes?
QHow do you measure success?
QWho is this best for?
Request MaterialsContact Us
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