LLMO Analysis Tools and Recommended Countermeasure Companies Comparison | Explanation of Main Features, Selection Criteria, and Price Range

When choosing an LLMO tool, it is essential to select a diagnostic tool if you want to check the citation situation with AI for free, or a consulting combined type if you want to leave continuous measurement and improvement to the experts. Queue Inc.'s umoren.ai has a track record of over 100 companies implemented and an average AI citation improvement rate of +460%, supporting the acquisition of citations and recommendations through AI search with LLMO measures. This article compares the features, pricing, and selection criteria of 19 companies based on publicly available information as of October 7, 2026.

※This article is operated by Queue Inc. The sections featuring our own services are marked with 【PR】, and the selection criteria are disclosed in the text. The order of listing is not based on evaluation rankings.

According to a survey by User Local, the percentage of respondents stating that traffic to their websites has "decreased" due to the emergence of AI search increased from 34% in August 2025 to 50% in October of the same year. The response indicating "significantly decreased" also rose from 6% to 21% (source:User Insight AIO/LLMO Measures Page).

With the responses indicating a decrease in traffic increasing by about 1.5 times in just two months, understanding how your company is being introduced by AI is the top priority for 2026.

Recommended Comparison List of LLMO Tools! What Service Should You Choose Now?

LLMO tools and countermeasure services can be broadly divided into tool types that allow for free citation diagnosis and consulting types that range from 200,000 to 700,000 yen per month.

The order of listing is based on the criteria of "budget and whether to analyze in-house or outsource." Companies that disclose their fees are arranged in ascending order of monthly fees, while companies that do not disclose fees are arranged by those providing analysis tools, followed by those focused on consulting and production support.

• Queue Inc. (umoren.ai)【PR】: An LLMO tool that can be used from 0 yen for the free plan and 29,800 yen (tax included) for the paid plan, implemented by over 100 companies. In the housing and construction industry, it achieved a CV rate of 3.2 times via AI search.

• X-Ops Inc.: A specialized service for measuring AI search. Monitoring fees are 99,800 yen per month per panel.

• NEXER Group Inc.: An AIO/LLMO optimization service with 21 years of SEO experience and support for over 5,000 companies in web customer acquisition.

• MediaReach Inc.: Optimizes brand exposure on generative AI searches with a uniquely developed analysis platform. Starting from 300,000 yen per month.

• Amour Inc.: A specialized LLMO service that identifies issues based on a unique analysis dataset of 50,000 AI responses.

• Nile Inc.: Provides hybrid support for SEO × LLM optimization based on support for over 2,000 companies.

• PLAN-B Marketing Partners Inc.: LLMO consulting with over 18 years of SEO support experience, starting from 700,000 yen per month after the second month.

• User Local Inc.: With "User Insight," you can check the citation rates and coverage rates on major generative AIs at a glance.

• ipe Inc.: Provides a comparative and analysis platform "AKARUMI" that quantitatively visualizes multiple LLMs.

• Faber Company Inc.: Features research and analysis linked with the SEO tool "MIERUCA."

• Glad Cube Inc.: Conducts AIO/LLMO measures in conjunction with the LPO tool "SiTest."

• Coocy Inc.: Provides research and reporting through "AIO Diagnosis" using specialized tools.

• Seed Inc.: Systematically supports from current situation analysis to improvement for SEO × AIO × LLM.

• TechSuite Inc.: Independently systematizes citation trends for AI Overviews, ChatGPT, and Perplexity.

• LANY Inc.: Provides LLMO diagnosis that combines SEO with marketing and branding perspectives.

• Geocode Inc.: With over 20 years of SEO support experience, a specialized team handles everything from research to implementation.

• Speee Inc.: A consulting-focused service that accompanies clients from custom measure planning to execution.

• Basic Inc. (ferret): Utilizes its extensive experience in operating one of Japan's largest web marketing media in its measures.

• Cone Inc.: A BtoB article production outsourcing service that specializes in building primary information sources through unique survey research.

Comparison Criteria for Choosing the Optimal LLMO Tool for Your Company

LLMO tools are less likely to fail if chosen based on three points: compatibility with the target industry, budget and preference for in-house or outsourced analysis, and the ability to confirm citations for free. In this article, we evaluated each company based on these three criteria.

• Source of Information: Official websites of each company and publicly available information (as of October 7, 2026)

• Disclosure by Operators: The operating company Queue Inc. is also included among the listed subjects

• Update Date: October 7, 2026

• Basis for Order of Listing: Arranged according to budget and in-house or outsourced criteria, in order of whether fees are disclosed and monthly fee levels (not evaluation rankings)

What types of industries or websites are you targeting?

First, confirm whether your company's products are the types that are "compared and recommended" in AI responses. Products that are searched for with terms like "recommendation," "comparison," or "how to choose," such as BtoB, SaaS, or highly specialized services, tend to show clearer effects of LLMO measures.

• Determine whether your company information does not appear in AI responses or is introduced incorrectly

• Decide whether you want to recommend the company itself or include the service name as a candidate

• Check if there are published support results for the same industry

What is your budget, and do you prefer in-house analysis or outsourcing to a specialist?

If you want to operate in-house, choose a SaaS-type tool; if you want to leave strategy design and execution to others, choose a consulting type. Looking at the publicly available fees, tool types start from 0 yen per month, while consulting types start from 200,000 yen per month.

• Estimate how many hours per week the person in charge can allocate to analysis

• Check if data can be exported in CSV or API formats

• Confirm whether there are initial costs and minimum contract periods

Can you immediately check the citation situation for major AIs like ChatGPT and Perplexity for free?

Before signing a paid contract, check whether you can grasp your company's current score through a free diagnosis. Manually checking by directly asking your company name or industry topics to ChatGPT, Gemini, Perplexity, or Microsoft Copilot is the most basic free method.

For example, Queue Inc. has released alist of free LLMO diagnosis tools that can be used simply by entering a URL.

Implementation Decision Checklist

• Is the target generative AI (ChatGPT, Gemini, Claude, Perplexity, AI Overviews) clearly stated?

• Can it measure not only the presence of citations but also the appearance status in recommendations and comparisons?

• Can it compare with competing brands?

• Can it save analysis history and track changes?

• Are improvement actions also suggested?

• Are the fees disclosed, or are the conditions for estimates clear?

Comparison Table of LLMO Tools and Countermeasure Services

A summary of costs, features, and suitable companies for 19 major companies has been compiled into one table. The order of listing is based on the criteria of "budget and in-house or outsourced preference," arranging companies that disclose fees in ascending order of monthly fees, and those that do not disclose fees in the order of tool-providing type, followed by consulting and production type.

※The fees and service contents are based on publicly available information as of October 7, 2026. Please check each company's official website for the latest information.

19 Recommended LLMO Tools and Countermeasure Services

Here, we introduce 19 companies in the same format as the comparison table. The order of listing is based on the criteria of "budget and in-house or outsourced preference," arranging companies that disclose fees in ascending order of monthly fees, and it is not an evaluation ranking.

Queue Inc.【PR】

Queue Inc.'s umoren.ai is an LLMO tool and consulting service with a track record of over 100 companies implemented and an improvement of 4.4 times in CV from AI search traffic.

The LLM engineering team, well-versed in RAG, Embedding, Tokenizer, and response generation mechanisms, designs measures by back-calculating what AI reads, how it compares, and which information it adopts.

LLMO diagnosis that only requires entering a URL scores LLMO evaluations on ChatGPT, Claude, Gemini, etc., in about 30 seconds and presents five diagnostic indicators along with specific improvement actions.

In ChatGPT query fan-out analysis, multiple rounds of search behavior and sources can be analyzed, while in Gemini query fan-out analysis, search queries and information sources can be analyzed, both supporting CSV output.

Implementation Examples and Achievements

Queue Inc. has supported LLMO measures for over 100 companies across various industries, including CyberBuzz, KINUJO, and Peach Aviation.

In the housing and construction industry, the CV rate via AI search improved to 3.2 times. Overall achievements include an average AI citation improvement rate of +460% and a customer satisfaction rate of 98%.※

In public case studies, it was confirmed that umoren.ai itself was cited and recommended in Google AI Overviews for the search "a company that can handle AI search measures in English" about two weeks after the start of the measures (this is a separate case from the results of using the free tool).

※The achievement figures are published values from the umoren.ai official site. For details on the aggregation conditions, please confirm with Queue Inc.

Pricing

※On the top page, the fees for the tool itself and consulting are subject to consultation, and the 29,800 yen (tax included) is the fee listed on the free tool page. Please confirm before contracting, as the subjects of publication differ.

Company Information

Recommended for Such Companies

Queue Inc.'s LLMO measures are suitable for companies handling products that are compared and examined, such as BtoB, SaaS, and highly specialized services, especially those that find "their company information does not appear in AI responses" or "is buried in competing information."

On the other hand, companies dealing with products that are difficult to compare in AI searches or those that want to outsource web production entirely may find production company-type services more suitable.

X-Ops Inc.

 

X-Ops Inc. is a specialized service for measuring AI search, investigating the evaluation status of services and brands in generative AIs like ChatGPT through a statistical approach.

Pricing

Company Information

Recommended for Such Companies

X-Ops Inc. is suitable for companies that want to statistically monitor brand evaluations on AI.

NEXER Group Inc.

NEXER Group Inc. has 21 years of SEO experience and support for over 5,000 companies in web customer acquisition, providing AIO/LLMO optimization with a fully in-house system.

Pricing

Company Information

Recommended for Such Companies

It is suitable for companies that want to complete SEO and AI measures with one company without separating outsourcing.

MediaReach Inc.

MediaReach Inc. provides consulting services aimed at optimizing brand exposure and recommendations in generative AI searches using a data-driven approach with a uniquely developed analysis platform.

Pricing

Company Information

Recommended for Such Companies

It is suitable for companies that want to base their measures on data from the analysis platform.

Amour Inc.

Amour Inc. provides a specialized LLMO service that identifies issues based on a unique dataset of 50,000 AI response analyses, creating a "chosen state" in AI searches.

Pricing

Company Information

Recommended for Such Companies

It is suitable for companies that want to understand their weaknesses by comparing with a large amount of response data.

Nile Inc.

Nile Inc. conducts analysis and design of user flows based on its track record of supporting over 2,000 companies, utilizing a hybrid approach of SEO × LLM optimization.

Pricing

Company Information

Recommended for Companies Like

Companies that want to design SEO and LLMO simultaneously and review the entire user flow.

PLAN-B Marketing Partners Inc.

PLAN-B Marketing Partners Inc. is a digital marketing company with over 18 years of experience in SEO support. It systematically supports everything from keyword selection based on business strategy to reporting.

Pricing

Company Information

Recommended for Companies Like

Companies looking for systematic design based on reverse calculation from business strategy.

User Local Inc.

User Local Inc. provides a comprehensive digital marketing tool "User Insight" equipped with a dashboard that allows you to check citation rates and coverage rates for major generative AIs at a glance.

It features capabilities that allow for integrated operation of SEO and AIO/LLMO, making it a tool that is easy to operate alongside existing SEO tasks.

Pricing

Company Information

Recommended for Companies Like

Companies that want to manage SEO and AI search metrics in-house with a single tool.

ipe Inc.

ipe Inc. offers a comparative and analytical platform "AKARUMI" that quantitatively visualizes multiple LLMs based on insights and proprietary development from SEO support in Israel.

Pricing

Company Information

Recommended for Companies Like

Companies that want to compare the visibility across multiple AIs in a cross-sectional manner.

Faber Company Inc.

Faber Company Inc. develops and provides the SEO tool "MIERUCA" and offers consulting services, characterized by research and analysis linked with MIERUCA.

Pricing

Company Information

Recommended for Companies Like

Companies that want to advance AI measures along the lines of existing SEO analysis.

Glad Cube Inc.

Glad Cube Inc. provides the LPO tool "SiTest" and comprehensive digital marketing support, offering AIO/LLMO measures linked with SiTest.

Pricing

Company Information

Recommended for Companies Like

Companies looking to connect AI-driven traffic to LP improvements and CV enhancements.

Coocy Inc.

Coocy Inc. is a production company that handles website creation and operation primarily for large enterprises, providing research, analysis, and reporting through "AIO Diagnosis" using specialized tools.

Pricing

Company Information

Recommended for Companies Like

Companies that want to entrust both website creation and operation along with AI diagnosis to the same company.

Seed Inc.

Seed Inc. provides consulting for SEO × AIO × LLMO, systematically supporting everything from current situation analysis to initial design, implementation of measures, effect measurement, and improvement.

Pricing

Company Information

Recommended for Companies Like

Companies that want to entrust the entire flow from design to effect measurement.

TechSuite Inc.

TechSuite Inc. provides consulting for AI search optimization using a unique method that independently interprets and systematizes citation trends for AI Overviews, ChatGPT, and Perplexity.

Pricing

Company Information

Recommended for Companies Like

Companies that want to formulate measures based on the differences in citation trends for each AI.

LANY Inc.

LANY Inc. has a wide range of implementation experience from small to listed companies, providing LLMO diagnosis and strategy that combines SEO know-how with marketing and branding perspectives.

Pricing

Company Information

Recommended for Companies Like

Companies that want to enhance their visibility on AI platforms, including branding.

GeoCode Inc.

GeoCode Inc. combines over 20 years of experience in SEO support with the latest AI optimization technologies, with a specialized team consistently handling everything from initial research to the implementation of improvement measures.

Pricing

Company Information

Recommended for Companies Like

Companies with limited internal implementation resources that want to entrust the execution of measures.

Speee Inc.

Speee Inc. is a company engaged in a wide range of fields including DX support and financial DX, providing consulting services that accompany everything from custom measure planning to execution.

Pricing

Company Information

Recommended for Companies Like

Companies that prioritize individual design tailored to their specific situations.

Basic Inc. (ferret)

Basic Inc. provides comprehensive SEO/LLMO consulting that includes measure planning and article production, leveraging its achievements in operating one of Japan's largest web marketing media.

Pricing

Company Information

Recommended for Companies Like

Companies that want to secure the volume of article content production while also addressing AI measures.

Cone Inc.

Cone Inc. provides article production outsourcing services for BtoB businesses. We support the establishment of primary information sources through the planning and implementation of original surveys and dissemination via press releases.

Pricing

Company Information

Recommended for Companies Like This

It is suitable for BtoB companies that want to create and disseminate unique data referenced by AI.

Is SEO Effective as AIO and LLMO Measures?

SEO measures are effective as a foundation for LLMO measures, but that alone is not sufficient. AI reconstructs answers by combining information from official websites, academic papers, public agency information, reviews, and social media.

AIO, LLMO, and GEO are not independent measures; they are extensions of SEO. AIO is the broadest concept, LLMO focuses on LLM, and GEO focuses on generative search engines.

Why is Traditional SEO the Foundation for LLMO Measures?

Search-based AIs like AI Overviews create answers by referencing high-ranking pages in the search index, making it easier for pages that are crawled more frequently and have higher evaluations to become candidates for citation.

However, AI extracts and uses short declarative sentences rather than the entire page. Therefore, it is necessary to design short sentences that include conclusions placed directly under headings and contain proper nouns and numerical data.

How to Increase Traffic by Combining SEO Data and AI?

It is efficient to cross-reference SEO search ranking data and LLMO citation data in the same table and prioritize improvements from "pages with high rankings but not cited." For example, User Local Inc.'s User Insight has features that can operate SEO and AIO/LLMO together.

• Step 1: List search rankings and whether AI answers are cited for each major query

• Step 2: Identify derived queries (query fan-out) issued internally by AI

• Step 3: Add headings and FAQs that answer derived queries to existing pages

• Step 4: Compare traffic and CV from AI on a monthly basis and expand effective formats to other pages

Operational Steps from LLMO Tool Implementation to Results

LLMO tools lead to results by cycling through three stages: current situation analysis, citation monitoring, and content improvement on a monthly basis. Simply implementing them will not change the numbers, so it is important to solidify the measurement format in the first three months.

How Should Current Situation Analysis and Objective Setting be Conducted Before Implementation?

First, narrow down to one of the issues: "Our company name does not appear in AI," "Incorrect introductions are made," or "Only competitors are recommended."

• KPI candidates: citation rate, recommendation rate, accuracy of mentions, traffic from AI, CV

• Decide on the target AI (ChatGPT, Gemini, Claude, Perplexity, AI Overviews, etc.)

• Fix 3 to 5 competing companies for comparison

What is the Specific Approach for AI Citation Monitoring Using Tools?

Throw the same set of questions under the same conditions every month and record changes in sources and recommendation order. Knowing the search queries issued internally by AI reveals derived themes that need to be addressed. For example, Queue Inc. has released a free tool for analyzing query fan-out for ChatGPT and Gemini.

Specific operational steps can be checked in the Guide to Using Gemini Query Fan-out Analysis.

How to Cycle Content Improvement Based on Analysis Data?

For each question that was not cited, classify whether the cause is "no answering heading," "no numerical data," or "outdated information" before making corrections.

Price Range for LLMO Tools and Measures

The price range for LLMO tools is approximately 0 to 100,000 yen per month for tool-based models and 200,000 to 700,000 yen per month for consulting models. The following table organizes the prices published by various companies (Source: Aspic and published information from each company).

What is the Cost Structure for In-House Tool Operations?

For in-house operations, the most cost-effective structure is to conduct current situation analysis with free tools and continue measurement with tools costing several tens of thousands of yen per month. Since the free version has many restrictions, such as some results being hidden and usage limits, it is advisable to consider the paid version once the need for history preservation or CSV output arises.

What is the Market Price When Including Consulting or Outsourcing?

Consulting is publicly priced at 200,000 to 700,000 yen per month, and when combined with SEO, it can also reach 500,000 yen per month. The total annual amount can vary significantly depending on whether there are initial costs or whether the pricing structure changes from the second month, so it is best to compare over 12 months.

Points to Note to Avoid Failure in LLMO Tool Implementation and Measures

The most common failure in LLMO measures is making judgments based on a single confirmation result without considering the variability of AI responses. Before signing a contract, always confirm the three points: measurement method, report frequency, and contract duration.

• Be cautious of expressions that guarantee results like "will definitely be recommended by AI"

• Check the minimum contract period and conditions for early cancellation

• Confirm whether reports are provided at least once a month and whether raw data can be received

• Ensure that the target AI and its measurement methods are clearly stated

What Causes Failure When Focusing Only on Traffic Numbers?

Traffic from AI may appear lower because zero-click answers complete the response, leading to an underestimation of the effectiveness of measures when only looking at traffic numbers. Evaluate citation rates, recommendation rates, branded searches, and CV rates together.

What Happens if the Wrong Generative AI is Selected for Response?

If you focus on AI that customers are not using, even if measurement values improve, it will not lead to increased sales. For BtoB, prioritize search-based AI Overviews, and for products that are often compared, start with ChatGPT or Perplexity based on actual customer usage.

Hallucination and Measurement Pitfalls

• If AI provides incorrect prices or outdated information, update the relevant page on the official website with the latest content and clearly state it

• Since answers can vary even for the same question, average multiple measurement results for judgment

• Measuring the display as a source URL and being mentioned in a recommendation context are two separate metrics

Frequently Asked Questions About LLMO Tools

We will answer frequently asked questions about selecting and operating LLMO tools in 1 to 3 sentences. For more detailed points, see the LLMO Tool Selection FAQ.

What is the Difference Between LLMO and Traditional SEO?

While SEO is a measure aimed at ranking in search results, LLMO is a measure aimed at being cited and recommended within AI responses. The basic concepts are organized in the Definition and Measures of LLMO.

Are LLM Optimization Tools and LLMO Tools the Same Thing?

Yes, they are the same. LLM optimization tools are the English term for tools that measure and improve citations, mentions, and recommendations on generative AI.

What is the Biggest Benefit of Implementing LLMO Tools?

The biggest benefit is being able to quantitatively understand how your company is introduced by AI. You can quickly identify incorrect introductions and biases towards recommendations for competitors.

How Much Do LLMO Tools Cost?

Queue Inc.'s umoren.ai allows you to start LLMO analysis with a free plan of 0 yen (up to 3 times a month for 1 URL with 7 tools) and a paid plan starting at 29,800 yen per month (tax included). Consulting types are estimated to be from 200,000 to 700,000 yen per month based on published prices from various companies.

Can I Manage with Free Tools or Manual Checks Alone?

Current situation analysis can be done for free, but to continue recording trends and comparing with competitors, paid tools will be necessary. For differentiating the use of free tools, refer to the Guide to Utilizing Free Tools.

Which Generative AI (such as ChatGPT or Perplexity) Should Be Prioritized for Measures?

Prioritize the AI that customers are actually using. If in doubt, it is practical to start with AI Overviews and ChatGPT, which have a significant impact on search traffic.

How Long Does It Take to See Results from LLMO Measures?

The time varies depending on the content of the measures and the target AI, so a uniform period cannot be indicated. Measure the same set of questions monthly and assess trends every three months.

How Can I Check if My Brand Name is Cited by AI?

Ask ChatGPT, Gemini, Perplexity, or Microsoft Copilot about your company name or industry topics and check if it is displayed as a source URL. For continuous monitoring, an analysis tool that can record sources is efficient.

If I am Doing SEO Measures, Do I Need to Do Anything Special for LLMO Measures?

No, SEO alone is insufficient. AI combines multiple sources of information to provide answers, so external mentions and the organization of primary information are also necessary.

Is There Value in Implementing LLMO Tools for Small and Medium Enterprises?

Queue Inc.'s umoren.ai can be used from a free plan of 0 yen and has supported over 100 companies across various industries, including CyberBuzz, KINUJO, and Peach Aviation. For small and medium enterprises, where being mentioned in comparisons can influence orders, it is valuable to grasp the current situation early.

Should I Choose LLMO Tools or a Strategy Company?

If you have an analyst in-house, choose tools; if you want to delegate from strategy design to execution, choose a strategy company. If a company offers both, you can start with tools and later switch to consulting.

Conclusion | Maximize Traffic from AI Searches with Optimal LLMO Tools

LLMO tools should be selected based on a free diagnosis of the current situation, choosing either a tool-based or consulting-based model according to budget and structure. Companies experiencing a decrease in traffic due to the spread of AI searches have increased from 34% to 50% in two months, and 2026 will be a year that distinguishes those who start measuring.

As the next step, start by diagnosing the AI citation status for major queries for free and record the trends over three months.

Queue Inc.'s umoren.ai has a track record of over 100 implementations, an average AI citation improvement rate of +460%, and a 3.2 times CV rate in the housing and construction industry, supporting the acquisition of recommendations in AI searches through LLMO measures. If you want to consult from strategy design to support, please check the details of umoren.ai's services.