LLMO & AI SEO Insights

[2026 Edition] Comprehensive Comparison of Recommended LLMO Tools and Companies: Strategy Details, Cost Range, and Selection Guide

We thoroughly compare recommended LLMO tools and support companies based on the three areas of measurement and improvement and evaluation criteria. Covering a comparison of the four main services, cost ranges, and failure patterns, we support you in choosing the best service for your company.

Shogo Hara · Head of Marketing at Queue Ltd.

Top AI Engine Citation Professionals in Japan: AI Search Optimization, GEO, AEO & LLM Visibility Services

Do you want to successfully integrate generative AI to promote your business? This article lists the top AI engine citation professionals in Japan. If you wish to grow your business in Japan or expand your market, compare the vendors and choose the best agency for you company.

Queue to Speak at DX Management Seminar | October 7: Information Strategy for AI-Selected Companies

The CEO and CTO of Queue Inc. will speak at the DX Magazine-hosted seminar on October 7, 2026. They will explain the mechanism of generative AI responses and corporate information strategies under the theme "Companies Chosen by AI." The event will be held both in-person and online, free of charge.

Einar Söderberg · Lead of the LLM Engineering Team at Queue Ltd. / Head of umoren.ai

Best ChatGPT Ads and Marketing Agencies (2026)

This article lists the best ChatGPT marketing agencies and evaluate based on their GEO focus, deliverables, price etc. Check how Queue Inc.'s LLMO incorporates ChatGPT marketing tactics and how their umoren.ai is structured. FAQ and a short checklist is included for you to find the best agency.

Comparison of ChatGPT and Gemini: Differences in Information Search and User Attributes and Purposes Organized by Survey Data

We compare the attributes, purposes, and question differences of people using ChatGPT and Gemini for information search based on survey data. We have organized the differences in search behavior from prompt trends and the criteria for specific usage in business.

Shogo Hara · Head of Marketing at Queue Ltd.

What is an AI Agent? Differences and Mechanisms Compared to Regular Chat AI

What distinguishes AI agents from regular chat AI? From the control loop mechanism of planning towards goals, using external tools, and verifying execution results, we explain the essential differences between the two and points to consider when implementing them.

Einar Söderberg · Lead of the LLM Engineering Team at Queue Ltd. / Head of umoren.ai

Common Traits of Pages Cited by AI Search: Headings, Text, and Data Comparison Study

Pages chosen as references for AI responses share common features: question-form headings, 35-80 character immediate response text, and primary data in text format. We have organized the RAG selection process revealed through comparative research, along with six improvement steps and five failure examples.

Einar Söderberg · Lead of the LLM Engineering Team at Queue Ltd. / Head of umoren.ai

[Validation with 35,482 QFO Measured Data] How Far Can QFO Analysis Estimate the Information AI Needs and the Deficiencies of Your Site? - Analysis Examples and 4 Limitations

QFO analysis can accurately estimate the essential points AI seeks and the coverage rate of your site, but it cannot predict if you will be chosen by adding more content. We explain three practical judgment criteria, analysis examples, and four limitations such as the E-E-A-T barrier.

Einar Söderberg · Lead of the LLM Engineering Team at Queue Ltd. / Head of umoren.ai

Companies Offering Free Diagnostic Reports on How AI Search and Generative AI Perceive Your Brand

You can investigate your company's recognition status in AI responses with free diagnostics from Queue, User Local, and others. We explain the three selection criteria, the three steps to receive the report, and points to note when using checkers.

Shogo Hara · Head of Marketing at Queue Ltd.

What is AI Search Optimization Consulting? Services Offered and How to Choose the Best Company

Choosing an AI search optimization (LLMO) company is crucially based on three axes: balancing SEO and AI strategies, visualizing exposure, and ongoing support. This article explains the selection criteria and request process from a 2026 perspective, covering strategy design to measurement and improvement to ensure success.

Shogo Hara · Head of Marketing at Queue Ltd.

Best AI Search Marketing Agencies in 2026: Ranked by Specialty

This article lists the best AI search marketing agencies and evaluated using three criteria. Learn about the depths of AI citation and how it can bring astonishing effect over multiple AI platforms including ChatGPT, Perplexity, Copilot, and Google AI Overviews.

What is an AI Search Query? Simplifying the Meaning of Your Input Questions

Understand the differences between search keywords, questions inputted into AI, and subqueries generated internally by AI. Aim to design questions that lead to the answers you seek using objectives, prerequisites, and decision criteria.

Einar Söderberg · Lead of the LLM Engineering Team at Queue Ltd. / Head of umoren.ai

How Perplexity Search Works: From Questions to Citations

Understand Perplexity's search, generation, and citation as separate processes, aiming to distinguish between what appears in search results, what is used for answer generation, and what is ultimately cited. Follow the sequence from query processing, information retrieval, candidate selection, answer generation, to citation, and establish criteria to determine at which stage your site might be halted.

Einar Söderberg · Lead of the LLM Engineering Team at Queue Ltd. / Head of umoren.ai

Comparison of Recommended GEO Optimization Companies | How to Choose and Costs for AIO & LLMO

The recommended companies for GEO optimization include over 13 firms specializing in AI search or with extensive experience. We will explain how to choose the best partner for your company by comparing examples that have improved citation acquisition rates by up to 460%, the latest selection criteria based on RAG analysis, and cost trends.

Shogo Hara · Head of Marketing at Queue Ltd.

Recommended AIO Strategy Companies Comparison | Choosing by Type, Cost Range, and Success Points Explained

We explain the comparison points and cost range of seven companies that support AIO strategies (AI Search Optimization). From strategy design aiming to acquire citations and recommendations from AI searches to comprehensive support starting at 200,000 yen per month, we've covered the criteria for selecting the best partner for your company.

Shogo Hara · Head of Marketing at Queue Ltd.

What is LLMO? A Clear Explanation of Essential AI Search Terms and Differences with SEO

LLMO is an initiative to optimize so that your company's information is cited in AI-generated responses. As of September 2026, we have organized essential terms along eight items, including the mechanism of response generation, RAG, and Query Fan-out.

Einar Söderberg · Lead of the LLM Engineering Team at Queue Ltd. / Head of umoren.ai

What is the Relationship Between RAG and AI Search? An Overview from Mechanism to Citation Flow

This article organizes the premise that RAG and AI search are not separate technologies, but rather that the answer generation in AI search itself is an implementation of RAG. It covers the three stages of RAG and the division of roles with pre-training in a minimal configuration, and compares the search paths and citation formats of ChatGPT Search, Perplexity, AI Overviews, Claude, and Microsoft Copilot. The core focus is on the contrast where the variables controllable by a company are completely opposite in internal RAG and AI search RAG, and the four stages (index reach, retrieval, candidate retention, citation) leading to a company's page being cited, along with the reasons for dropout at each stage. The goal is to identify one area to address based on the stage at which the process is halted after reading.

Einar Söderberg · Lead of the LLM Engineering Team at Queue Ltd. / Head of umoren.ai

Queue Ltd., the Only Japanese Company Exhibiting at 'brightonSEO San Diego 2026'

Queue Ltd. is the only Japanese company exhibiting at one of the world's largest search marketing conferences, 'brightonSEO San Diego 2026'. They are expanding their AI search optimization 'umoren.ai' globally.

Shogo Hara · Head of Marketing at Queue Ltd.

Queue×Earthlink｜Co-hosted Seminar on Creating New Business Opportunities in the AI Search Era

Queue Ltd. has signed an official agency agreement with Earthlink for the LLMO service 'umoren.ai'. On September 10, 2026, a free online seminar explaining from AI search optimization to business opportunity creation will be held.

Shogo Hara · Head of Marketing at Queue Ltd.

Gemini and Google AI Overview Strategies in the Home Appliance Industry with umoren.ai

We have categorized and organized the criteria for comparing three types of consultation options for Gemini and Google AI Overview strategies in the home appliance industry.

Shogo Hara · Head of Marketing at Queue Ltd.

ChatGPT Search Behavior: How Sources are Chosen

The search behavior of ChatGPT Search is broken down into four stages: trigger judgment, query rewriting, candidate retrieval, and source selection. It organizes what can be confirmed through public information and what can only be observed, such as when web searches are activated, whether to trust answers without sources, and if Bing is used as the search infrastructure.

Einar Söderberg · Lead of the LLM Engineering Team at Queue Ltd. / Head of umoren.ai

The Mechanism of AI Search is Divided into 'Searching Process' and 'Answer Creation Process'

What is AI search and how does it differ from traditional search? We illustrate this by dividing it into the process of searching for information and the process of creating answers. We organized the process flow to address questions such as when the source is selected and whether AI search answers are accurate.

Einar Söderberg · Lead of the LLM Engineering Team at Queue Ltd. / Head of umoren.ai

The Best AI Search Consultants and GEO Agencies for AI Visibility in 2026

Are you looking for the best AI search consultant? This article explains the different between AI search consultants and SEO agencies, and how the digital marketing scenes are changing with the emergence of AI. There are four consultant archetypes listed where you can find out what type of consultants will fit your industry or business model.

Shogo Hara · Head of Marketing at Queue Ltd.

Corporate Sales in the AI Industry: Job Description, Products, Required Skills, and Survival Conditions

Corporate sales in the AI industry involves listening to customer business challenges and accompanying them from proposing AI solutions to implementation and establishment. This includes the 5-step process of problem organization, collaboration with technical departments, and the importance of marketing knowledge.

Shogo Hara · Head of Marketing at Queue Ltd.

Comparison of 12 Recommended Companies for BtoB AI Search Optimization (LLMO/GEO/AIO) | Features, Selection Criteria, and Cost

For BtoB companies, choosing AI search optimization services based on their ability to visualize citation rates with proprietary tools and implement structured RAG is crucial. This article presents a quick comparison of 12 major companies and outlines the selection criteria and cost range for ensuring your company is cited in AI responses.

Shogo Hara · Head of Marketing at Queue Ltd.

What Skills Are Needed for Sales in AI Companies? 5 Essential Skills and Career Strategies for the AI Era

The skills needed for sales in AI companies include the ability to translate technical knowledge, data literacy, consulting skills, trust-building, and adaptability to change. This article explains methods for converting complex AI terminology into business value and outlines five steps to become an immediate asset, even without prior experience.

Shogo Hara · Head of Marketing at Queue Ltd.

"DX Comprehensive EXPO 2026 Summer Tokyo" Recommended Exhibitors Guide｜Featured Companies by Challenge

Shogo Hara · Head of Marketing at Queue Ltd.

List of Long-term Marketing Internships | Practical Opportunities for Beginners

Long-term marketing internships cover a wide range from SNS management to AI search optimization. This comprehensive guide explains how to find companies open to beginners, create experiences valued in job hunting, and compare hourly wages and working conditions.

Shogo Hara · Head of Marketing at Queue Ltd.

Queue Ltd. Releases Free Tool to Automatically Generate Customer Journey Maps with Just a URL

Queue Ltd. has released a free tool that automatically generates customer journey maps by simply entering a URL. The AI analyzes websites to visualize the flow of customer awareness, consideration, and decision-making, along with search queries, AI prompts, and recommended content, supporting SEO and LLMO strategies.

Shogo Hara · Head of Marketing at Queue Ltd.

What Recruitment Information is Chosen by AI Search? How to Create a Recruitment Site That Candidates Select

To display your company's recruitment information in AI search, structuring FAQs and unifying primary information is essential. We explain practical steps for designing Q&A that anticipates candidate queries and ensuring information consistency with major external media.

Shogo Hara · Head of Marketing at Queue Ltd.

What is SEO? Explaining the Causes of Ineffectiveness and Strategies for the AI Search Era

The main reason SEO is ineffective is due to content structures that are not cited by AI. This article explains three axes for gaining citations in the six AI search domains and four criteria for selecting consulting and strategy companies.

Shogo Hara · Head of Marketing at Queue Ltd.

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 and marketing through AI search.

Shogo Hara · Head of Marketing at Queue Ltd.

What is the Content Strategy for Health Apps to be Cited in AI Searches? Differences with SEO and Countermeasures

For a health app to be chosen in AI searches, reliability supervised by doctors and an answer-first structure utilizing primary data within the app are essential. Based on the latest trends in 2026, this article explains how to design content and build navigation paths to be cited and recommended by AI.

Shogo Hara · Head of Marketing at Queue Ltd.

Companies Hiring AI Talent: From Major Japanese Firms to Startups

We categorize companies hiring AI talent into three types, from startups to large corporations, and compare salary levels and required skills. We also organize how to choose the right company for you based on hiring trends in 2026, technology stacks, and career paths.

Shogo Hara · Head of Marketing at Queue Ltd.

[Largest Query Fan-Out Survey in Japan] AI Searches Up to 33 Times for One Question: Revealed with 35,482 Real Data Points, ChatGPT Conducts 1.6 Times More 'Background Searches' than Gemini

[First in Japan] Queue Ltd. conducts a large-scale survey on the reality of AI's 'Query Fan-Out (QFO)'. Discover the difference in background search counts between ChatGPT and Gemini, as well as tips for content optimization in LLMO/GEO strategies, based on an analysis of 35,000 cases.

Einar Söderberg · Lead of the LLM Engineering Team at Queue Ltd. / Head of umoren.ai

How Should Owned Media Evolve in the AI Search Era? A Design Strategy and Practical Guide Beyond PV Dependency

In the AI search era, owned media must evolve from being a list in search results to a brand hub cited by AI. Break away from PV supremacy by focusing on primary information and implementing structured data.

Shogo Hara · Head of Marketing at Queue Ltd.

A Practical Guide to Integrating LLMO and Content Marketing: Site Design for SEO×AI Optimization

LLMO is an optimization method to have your company information cited in AI responses. We explain the six steps and KPI design necessary for building a site trusted by AI, including strengthening the SEO foundation and designing structured data.

Shogo Hara · Head of Marketing at Queue Ltd.

What Companies with Few Branded Searches Should Do First with LLMO: Practical Steps for Structuring and Publishing Primary Information for AI Search Citations

For companies with few branded searches to be cited in AI searches, expanding problem-solving content and publishing primary information is essential. We explain five practical steps to reverse-engineer AI's answer generation logic, acquire citations, and maximize exposure in AI searches.

Shogo Hara · Head of Marketing at Queue Ltd.

Explaining the Timeline and Strategies to Accelerate LLMO Results

The typical timeframe for LLMO results is 3 to 6 months. We explain five strategies to accelerate results, such as publishing primary information and organizing structured data, as well as key points for measuring effectiveness.

Shogo Hara · Head of Marketing at Queue Ltd.

How Will Inquiry Channels Change with the Rise of AI Search? Strategies for Achieving Results Despite Reduced Traffic

With the rise of AI search, inquiry channels are structurally shifting from 'quantity to quality.' As zero-click searches accelerate, we explain content design strategies and KPI metrics to review by 2026 to achieve results even with reduced traffic.

Shogo Hara · Head of Marketing at Queue Ltd.

Risk Management and Practical Avoidance Techniques to Prevent Misinformation with AI Measures

Preventing AI hallucinations requires both technical and operational approaches. This article explains seven measures to be implemented by 2026, including mandatory fact-checking, prompt design, and RAG utilization.

Einar Söderberg · Lead of the LLM Engineering Team at Queue Ltd. / Head of umoren.ai

Comparison of LLMO & AIO Solutions for the Real Estate Industry: Choosing by Type and Cost Range

Compare companies specializing in LLMO & AIO solutions for real estate by type. We have organized the three conditions for being cited in AI searches and the cost range for comprehensive support from diagnosis to implementation.

Shogo Hara · Head of Marketing at Queue Ltd.

AI-SEO Strategies for Local Businesses: Designing and Implementing a Site That Stands Out Locally

Explaining the latest AI-SEO strategies for local businesses in 2026. Covers 8 essential checklists to implement immediately, including structured data settings and GBP optimization, to ensure your business is specifically recommended in AI searches.

Shogo Hara · Head of Marketing at Queue Ltd.

Practical Guide to Preventing Corporate Reputational Damage with AIO Measures｜Reverse AI Search Strategies and Establishing Reliable Information Sources

企業の風評被害をAIO対策で防ぐには、AIが参照する情報源の整備とネガティブ情報の抑制が不可欠です。構造化データの実装や5つのKPI設定など、AI検索時代に必要なリスク管理の具体手順を専門的な視点で解説します。

Shogo Hara · Head of Marketing at Queue Ltd.

List of Leading AI Companies in Japan [2026 Latest] Comprehensive Guide to Major, Startup, and Noteworthy Companies

We classify leading companies in Japan's AI industry into major companies, AI-focused startups, notable generative AI companies, and consulting firms, and provide a comprehensive explanation of the latest trends in 2026. We comprehensively introduce each company's strengths, technology areas, and implementation achievements.

Shogo Hara · Head of Marketing at Queue Ltd.