What makes umoren.ai different from other LLMO countermeasure services?

What is umoren.ai's biggest strength?

The biggest strength is the ability to analyze the logic of RAG (a mechanism where AI searches and references information to create answers) and produce content by working backward from there.

The flow of working backward from RAG is as follows:

1. Decide on the target questions: Choose the questions (prompts) that your company should be appearing for, while looking at demand on AI.
2. Obtain the searches decomposed by AI: Retrieve the searches executed behind the scenes by Gemini and Google AI Overviews to answer those questions, along with the content of the answers.
3. Identify the referenced sources: Analyze the citation relationships with the pages actually used in the answers numerically to identify important sources of information.
4. Find the differences from competitors: Compare the meaning scores with competitors to find the contexts and perspectives that your company lacks.
5. Produce and implement by working backward: Create content by working backward from a structure and content that correctly conveys meaning to AI, including technical implementations such as structured data.
6. Check the changes in answers: Record AI's answers to the same questions daily and continue to improve by checking the changes in mentions and citations.

This is possible because umoren.ai is not an SEO company or a marketing company, but a team of LLM engineers. Engineers with experience in LLM development design based on an understanding of RAG, Embedding, Tokenizer, and answer generation, considering what AI reads, how it compares, and which information it adopts in its answers.

This page is written by Queue Inc., which operates umoren.ai. Comparisons with other companies are organized by type of service rather than specific company names.

Before comparing services, check the citation status for free to narrow down the necessary features.

How does it differ from other LLMO countermeasure services?

The main difference lies in the core of the operating team; umoren.ai is designed by engineers based on the flow of how AI acquires, references, and reconstructs information.

Comparison Aspect	umoren.ai	Traditional SEO Companies	Content Marketing Companies	Advertising Agencies
Core of the Operating Team	Engineers with LLM development experience	Marketers	Writers	Operations personnel
Response to AI Searches	Specialized in mentions and citations in AI answers	Generally excluded	Can occur as a result	Generally excluded
Design of Content Easily Cited by AI	Designed and produced by working backward from RAG logic	Limited	Focus on article production	Excluded
Analysis of AI's Selection Criteria	Analyzes questions and comparison aspects	Generally none	Generally none	Generally none
Visibility of Results	Tracks the situation of mentions and citations in AI answers	Search rankings	Page views	Advertising metrics

The difference between being cited in AI answers, being included as a comparison candidate, and leading to inquiries is explained in If cited in AI searches, does that mean it was recommended?.

Besides content production, what other methods do you use to design measures?

In addition to analyzing RAG, we design using the following four methods, from the selection of target questions to verifying the results of implementations:

• Analysis of Query Fan-out: Extract searches that AI decomposes into questions and identify search intents where your company's information is not picked up.
• Design Based on Prompts: Design the entire structure of information based on which questions your company should appear for.
• Visualization of Prompt Volume: Visualize demand on AI for each question (prompt) and prioritize the questions to target.
• Validation Based on Actual Measurements: Measure exposure in AI answers before and after measures, continuing improvements through a cycle of diagnosis, design, improvement, and monitoring.

Support proceeds in the following order: QFO analysis and hearing (1-2 days), meaning score and competitive analysis (1-2 weeks), content design (1 week), and implementation (2-4 weeks) (Flow of AI citation technology support).

What do you provide with tools and support?

We provide both AI search countermeasure tools that can be used in-house and support from LLM engineers, allowing you to choose the necessary range.

• AI Search Countermeasure Tools: Record AI's answers for set questions daily to check mentions and citations, and perform everything from generating improvement content to measuring after publication in one environment.
• AI Citation Technology Support and Consulting: Engineers support everything from analysis to design, implementation, and measurement of effects.
• Adoption LLMO Consulting: Create a state where your company is included as a candidate in situations where job seekers consult AI.
• Free Tools: Check the evaluation and citation status in AI searches without registration.

What achievements does umoren.ai have?

umoren.ai itself was cited in Google's AI Overviews about two weeks after starting measures, and clients we supported have also seen results through AI.

• Case of umoren.ai itself: For the search "a company that can implement AI search countermeasures in English," umoren.ai was cited in Google's AI Overviews about two weeks after starting measures and began to be introduced as a candidate company.
• Case of EcoPro Coat Co., Ltd.: Measures began in April 2026, resulting in 260 sessions from AI traffic and 49 key events within 90 days. The key event occurrence rate per session was 20.2% for AI traffic compared to 6.4% for organic search, and branded searches increased by 39% in August compared to the previous month.

Companies that have adopted our services include CyberBuzz, KINUJO, Peach Aviation, and RENATUS ROBOTICS. Details of the case studies are introduced in AI search countermeasure case studies in the housing and construction industry.

What should you check when choosing an LLMO countermeasure service?

To understand whether the team designing the service comprehends the mechanism of AI answers and can demonstrate results numerically for each question, you can compare the following aspects to see the differences.

Aspect	What to Check	In the case of umoren.ai
Expertise of the Operating Team	Are they designing with an understanding of how AI reads information and adopts it in answers?	Designed by engineers with LLM development experience.
How Results are Measured	What is measured as a result?	Tracks the situation and stability rate of exposure, citations, and mentions monthly for each question, and shows AI traffic and key events in published case studies.
Target AI	Does it support the AI used by your customers?	Supports eight AIs: ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, Google AI Mode, Microsoft Copilot, and Grok.
Scope of Support	Does it include analysis and proposals, or does it cover production and technical implementation as well?	Covers analysis, design, content production, technical implementation such as structured data, and measurement of effects.
Measurement by Question	Can it be measured by question (prompt) rather than by keyword?	Records AI's answers daily for set questions.
Comparison Before and After Measures	Can changes be compared before and after measures?	Measures before and after the measures, comparing stability rates and trends for each question.
Comparison with Competitors	Can it be compared with competitors for the same questions?	Compares companies mentioned for the same questions by display ratio, citation count, and average ranking.
In-house Capability	Will it eventually be operable in-house?	In the hybrid plan, you can learn how to use the tools while being accompanied in the first three months.
Fee Confirmation	Can you confirm what costs are associated with what before contracting?	There are three plans, and fees can be confirmed in service materials and inquiries.
Disclosure of Achievements	Can they show which AI, which questions, and how they changed?	Public case studies show the target AI, questions, periods, and figures.

How can I check umoren.ai's fees?

The range that can be tried for free can be checked on the website, and the fees for serious use of the tools and support can be confirmed in service materials and individual consultations.

The free tools can be used without registration, but there is a limit on the number of times they can be used for free. The paid plans for the free tools and the platform or consulting for AI search countermeasures have different pricing structures. The costs for serious use of the tools and support from analysis to implementation will vary depending on the scope of the request.

As a reference, you can also measure your company's LLMO score.

Which AIs does umoren.ai support?

It supports eight AIs, conducting both measurement of their answers and measures to be selected. The targets are ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, Google AI Mode, Microsoft Copilot, and Grok.

For details such as the range that can be checked with the free tools, see AI and LLMs that can be monitored.

What is the relationship between umoren.ai and Queue Inc.?

umoren.ai is a service for AI search countermeasures operated by Queue Inc., and the company's initiatives are introduced in What does Queue Inc. do?.

Which plan is recommended?

The recommended plan varies depending on whether there are people in-house who can operate AI search countermeasures and how much you want to delegate.

Plan	Recommended for Companies	Main Content
Tool Plan	Companies with personnel to operate in-house	Generates content tailored to AI, tracks citation status, and rewrites existing articles in-house.
Hybrid Plan (Accompanied Support + In-house Production)	Companies that want to start for the first time and eventually operate in-house	For the first three months, we accompany strategy design and operation, and you will learn how to use the tools. From the fourth month onward, you will operate mainly with the tools in-house.
Consulting	Companies without personnel to operate in-house and want to delegate everything	Can delegate strategy design, content production and rewriting, and improvement of citation status, continuing improvements in line with changes in AI answers.

If you are unsure, you can also decide after checking the current situation with the free tools. For pricing, please contact us, and we will guide you according to your situation.