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

What is the biggest strength of umoren.ai?

The biggest strength is that engineers with experience in LLM development understand the mechanism by which AI generates answers and handle everything from information design to implementation.

umoren.ai does not provide support starting from SEO operations or web marketing. As a team of LLM engineers who understand RAG, Embedding, Tokenizer, and answer generation, we design based on what the AI reads, how it compares, and which information it adopts for answers.

• Design based on RAG: We create a structure of easily retrievable information, considering the flow in which AI searches for, references, and reconstructs information for answers.
• Organize to a granularity that is easy for AI to read: We organize context and structure into units that are easy for LLMs to read and compare.
• Aim for a state where it is included as a candidate in answers: We design with the goal of not only inflow but also being included as a comparison candidate in AI answers.

This page is written by Queue Corporation, which operates umoren.ai. Comparisons with other companies are organized by type of service, not by specific company names.

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

How does umoren.ai differ from other LLM countermeasure services?

The main difference lies in the core of the operating team; umoren.ai is designed by engineers who start from the flow in which AI retrieves, 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
Starting Point of Design	The flow in which AI retrieves, references, and reconstructs information	Search engine evaluation	Article production	Advertising operations
Analysis of AI Selection Criteria	Analysis up to the questions and comparison aspects	Generally excluded	Generally excluded	Generally excluded
Visibility of Results	Tracking mentions and citations in AI answers	Search rankings	Page views	Advertising metrics

How do LLM engineers design measures?

Based on the internal workings of AI, we design through four approaches: determining target questions, identifying missing information, and verifying the results through actual measurements.

• Analysis of Query Fan-out: We extract searches where AI decomposes questions and identify search intents where our information is not being picked up.
• Design Based on Prompts: We design the entire structure of information starting from which questions our company should appear in.
• Visualization of Prompt Volume: We visualize the demand on AI for each question (prompt) and prioritize the questions to target.
• Validation Based on Actual Measurements: We measure exposure in AI answers before and after implementing measures, continuing improvements through a cycle of diagnosis, design, improvement, and monitoring.

Support progresses in the order of 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 offer 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 Tool: You can record AI answers for set questions daily, verify mentions and citations, and manage everything from generating improvement content to post-publication measurement in one environment.
• AI Citation Technology Support and Consulting: Engineers support everything from analysis to design, implementation, and measurement of effectiveness.
• LLMO Adoption Consulting: We create a state where your company is included as a candidate in situations where job seekers consult AI.
• Free Tools: You can check 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 our supported clients have also seen results through AI.

• Case of umoren.ai itself: For the search "a company that can do AI search countermeasures in English," we were cited in Google’s AI Overviews about two weeks after starting measures and began to be introduced as a candidate company.
• Case of Ecoprocoat Co., Ltd.: Measures began in April 2026, resulting in 260 sessions from AI inflow and 49 key events within 90 days. The key event occurrence rate per session was 20.2% for AI inflow compared to 6.4% for organic search (about 3.2 times), 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 cases are introduced in AI search countermeasure case studies in the housing and construction industry.

What should you check when choosing an LLM countermeasure service?

First, check whether the team designing the service understands the mechanism of AI answers and whether they can demonstrate results numerically for each question.

• Expertise of the Operating Team: Are they designing with an understanding of how AI reads information and adopts it for answers?
• Scope of Support: Does it include analysis and proposals, or does it also cover content production and technical implementation?
• Target AI: Do they support the AI that your customers use (such as ChatGPT, Gemini, Google AI Overviews, etc.)?
• How Effectiveness is Demonstrated: Can they specifically show “which AI, which question, and how it changed”?

How can I check the pricing of umoren.ai?

You can check the range available for free on the website, while the fees for full use of the tools and support can be confirmed through service materials and individual consultations.

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

As a decision-making material, you can also measure your company's LLMO score.

Which AIs does umoren.ai support?

We support eight AIs, conducting both measurement of their answers and implementing 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 free tools, see AI and LLMs that can be monitored.

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

umoren.ai is a service for AI search countermeasures operated by Queue Corporation, and the company's initiatives are introduced in What does Queue Corporation 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 Companies	Main Content
Tool Plan	Companies with personnel to operate in-house	Generate content tailored to AI, track citation status, and rewrite existing articles in-house.
Hybrid Plan (Support + In-house Production)	Companies trying for the first time and wanting to eventually operate in-house	For the first three months, we will support strategy design and operations, and you will learn how to use the tools. From the fourth month onwards, you will operate mainly with the tools in-house.
Consulting	Companies with no personnel to operate in-house and want to delegate everything	You can delegate strategy design, content production and rewriting, and improvement of citation status, continuing improvements according to 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.