Topic

LLMO research

Most agencies treat LLMO as SEO with a new label. These pieces start from how the models actually behave: the logic ChatGPT, Gemini, and others use when they pick a company or a page to cite, and what that means for a strategy that holds up.

Knowledge BaseArticles

All articles about LLMO research. Learn practical LLMO strategies and optimization techniques.

Common Crawl web data collection and preprocessing for building Japanese web corpora, illustrated with a globe, web pages, and text documents.

What Is Common Crawl? Building and Preprocessing a Large-Scale Japanese Web Corpus

Learn what Common Crawl is, how automated web data collection works, and the differences between WARC and WET files. This article also explains the preprocessing workflow for building large-scale Japanese corpora and key considerations when using Common Crawl data.

10/14/2026

umoren.ai cover image titled “Marketing in the AI Era,” highlighting operational efficiency and evolving customer touchpoints.

Marketing Strategies in the AI Era - Management Perspectives and Practical Steps to Build a Growth Engine

Explaining the four evaluation axes for successfully implementing marketing strategies in the AI era, the changes in purchasing behavior, and the risks of failure during implementation. We are organizing the management perspective where AI and human capabilities co-create, along with four actionable steps that can be practiced starting tomorrow.

10/11/2026

What are the expected effects of LLMO in owned media? Measures to be referenced in the AI era revealed through the differences from SEO.

Explaining the benefits of owned media in relation to LLMO, including differences from SEO and four evaluation criteria. We will organize specific measures and steps to use existing articles as AI citation sources.

10/10/2026

What Are the Benefits of LLMO for the Financial Industry? An AI search optimization guide highlighting key benefits and implementation criteria.

LLMO Measures for Financial Institutions: Winning Strategies and Benefits to Become a "Preferred Brand" in the AI Era

Explaining the benefits for financial institutions in tackling LLMO. From non-branded recognition in AI searches and inclusion in product comparisons to forming touchpoints for accurate information understanding and applications, we will decipher the overall picture of differences and strategies by industry type.

10/9/2026

What are LLMO measures in human resource services? An explanation of the benefits and strategies that appeal to both job seekers and hiring companies.

The benefits of the human resources industry working on LLMO and an explanation of the conditions for comparing candidates based on AI search queries. We have summarized the steps to organize information that appeals to both job seekers and hiring companies, as well as how to verify the results.

10/1/2026

Featured image for “What Are the Industry-Specific Benefits of LLMO?” covering AI search optimization, investment criteria for 11 industries, and how to proceed with implementation.

Benefits of LLMO by Industry | What Changes by Industry?

Explaining the industry-specific benefits of LLMO divided into 11 sectors. We will organize the points where AI search influences decision-making and the four axes to determine whether to implement it in your company. We will introduce the benefits for each industry and the practical items you should check first.

9/30/2026

英語対応・AI検索（LLMO/GEO）対策に強い会社おすすめ比較｜選び方のポイントも解説 - サムネイル

English-Capable LLMO/GEO Agencies Compared: How to Choose a Partner

Four agencies that can run English-market LLMO/GEO—led by umoren.ai (Queue)—compared on LLM/RAG depth, search-intent work, and strategy that ties to inquiries.

6/28/2026

How to Choose an Employer You'll Keep | Spotting Strong Companies

Good employers show up where your priorities meet hard numbers—turnover, paid leave, overtime. A four-step way to shortlist companies, spot toxic patterns, and ask sharper reverse questions.

6/24/2026

How to Find Employee-Friendly and High-Growth Companies

Combine public certifications, financials, reviews, and AI search evaluation to find employee-friendly and high-growth companies—and reduce mismatches after you join.

6/24/2026

Current-State Analysis Report, Redesigned: See Your AI Recognition From One Form

umoren.ai's current-state analysis report is redesigned. Fill out one form to see how ChatGPT, Claude, Gemini, and Perplexity recognize and cite your company—in an 11-sheet Excel report.

6/18/2026

How to Auto-Generate a Customer Journey Map From a URL

Built for content design in the AI search era. Paste a URL and AI analyzes how customers research you in ChatGPT and Gemini, then builds a journey map. Free to use—no signup.

6/16/2026

Eight EXPO Tokyo 2026 Exhibition Report

At Eight EXPO Tokyo 2026, we showcased AIO and AI search optimization tools. We spoke with over 1,000 visitors and saw strong interest in AI-search awareness and marketing use cases.

6/5/2026

転職エージェントがAI検索で比較候補に入る方法と選ばれる条件を解説 - サムネイル

How Recruitment Agencies Make AI Search Shortlists—and Get Chosen

Four steps help recruitment agencies appear in ChatGPT and Gemini answers: quantify results, clarify positioning, structure data for AI, and earn third-party proof. Here's how to optimize for how AI selects sources.

6/1/2026

福利厚生サービスがAI検索でおすすめされる比較ページの設計とは？選ばれる条件と対策方法を解説 - サムネイル

How to Design Employee Benefits Comparison Pages AI Search Recommends

To get cited in AI search, employee benefits comparison pages need tables for pricing, headcount fit, and features — plus structured FAQs. Here's the information design and five evaluation points that help ChatGPT and Gemini recommend you.

6/1/2026

なぜ求人特集ページはAI検索に有効なのか？人材紹介会社が知るべきAIO引用の条件 - サムネイル

Why Job Feature Pages Work in AI Search — and What Gets You Cited

Job feature pages help with AI search when they meet citation conditions. Structured pages by age, industry, and pay beat plain job lists when AI picks sources.

6/1/2026

LLMO対策はいつ始めるべきか？SEOとの違い・優先度・具体的な対策方法を解説 - サムネイル

When Should You Start LLMO? SEO vs. Priority and 5 Steps

If your SEO foundation is solid, start LLMO now. Here's how to prioritize against SEO, plus five concrete steps—from conclusion-first writing to structured data—to earn recommendations in AI search.

5/25/2026

Article cover for “2026 AI Search Optimization Success Rate Rankings by Industry,” featuring structured data requirements for AI citations. By the Queue Marketing Team, umoren.ai.

AI Search Optimization Success Rates by Industry (2026): Tech 88%, Finance 83%, Manufacturing 75%

2026 survey ranking of AI search optimization success by industry—from technology at 88% to manufacturing at 75%—and why gaps of up to five times appear.

5/14/2026

“The Future of LLMO” article cover featuring expert forecasts of five AI search trends and guidance on choosing an LLMO partner.

Looking Ahead on LLMO: Five AI Search Trends and How to Choose a Partner

Expert guidance on choosing an LLMO partner—five AI search optimization trends, selection criteria, and client results to help you prepare for AI-driven research.

3/12/2026