GEO Strategy

Customers already use ChatGPT, Doubao, and Kimi for buying decisions. Use four questions to check whether your brand appears in AI recommendations.

Visitors from AI recommendations arrive with context. The first screen should carry the question, use case, proof, limits, and next step.

Without prompt taxonomy, AI monitoring becomes a screenshot collection. Fix intent, role, market, platform, and evaluation labels.

A question library is not a keyword list; it stores customer wording, context, stage, evidence, owner, page, and current status.

A content gap is not simply missing articles; it is a break between questions, proof, page handoffs, and business goals.

A data page does not become authoritative automatically. Publish the question, method, sample, limits, date, and data entry point.

Podcasts contain rich viewpoints, but audio-only distribution is hard to verify. Transcripts, chapters, sources, guests, and summaries improve understanding.

Video is not an article read aloud. Questions, conclusions, captions, chapters, sources, and the site handoff need a complete chain.

Images should not be decoration only. Infographics need explanatory copy, accurate alt text, sources, and an accessible text version.

SEO/GEO inner pages need more than copy; categories, parent topics, related services, and next actions must connect.

An author page is not decoration; it should explain expertise, practical experience, review responsibility, and public evidence.

A rebrand or domain change must update canonicals, OG images, JSON-LD, logos, language links, and social previews—not only titles.

Structured data should express facts already supported by the page, especially brand ownership, service scope, logo, markets, and contacts.

llms.txt may organize entry points, but it cannot replace crawlable content, trusted sources, entity consistency, or site governance.

Free checkers, calculators, and templates can capture high-intent questions. Connect results, explanation, proof, privacy, and conversion.

Mentions, citations, recommendations, accuracy, and conversion are different signals. Build a layered scorecard with conditions.

An AI recommendation is one step in the journey. Connect prompts, comparisons, cases, Trust Center, and sales assets into a deal path.

A study can become articles, video, social posts, and sales assets, but facts must stay aligned. Use source, version, and slice control.

Internal knowledge holds expertise, cases, and FAQs, but not everything is public. Layer facts, experience, secrets, and citable versions.

Product capabilities change while old articles remain citable. Connect changelog, product, docs, and pricing into versioned facts.

Regional pages need coverage, team, cases, timing, price, and legal differences. Use real local data and quality gates.

Industry pages are easy to template. Add workflows, constraints, terms, risks, cases, and buying criteria instead of swapping labels.

Enterprise buyers verify security and privacy across many pages. Structure a Trust Center with hierarchy, versions, access, and boundaries.

Reviews can support recommendations and create compliance risk. Govern permission, originals, dates, context, replies, and withdrawal.

A service provider saying “we have a method” is weak proof. Publish inputs, steps, outputs, limits, and delivery model.

Expert opinion is valuable but should not be reduced to soundbites. Capture context, judgment, method, counterexample, proof, and limits.

AI may use only a small passage from a page. Design definitions, conclusions, numbers, sources, and limits that stand alone.

Allowing AI crawlers does not mean exposing everything. Define access by page type, permission, privacy, and business value.

AI surfaces expose different referrers and parameters. Standardize source names across sessions, forms, signups, and revenue.

Google provides visibility reporting for generative AI features. Turn country, device, page, and time data into actions.

AI referrals arrive with context. Design the answer handoff, first screen, navigation, form, and next action to reduce mismatch.

FAQ pages can become repetitive quickly. Use role, situation, conditions, answer, proof, and next action to build useful FAQs.

Brand facts spread across sites, sales decks, and social profiles easily conflict. Create one public factsheet and change process.

Many articles have opinions without clear objects. Define the company, product, service, market, and proof before building the argument.

AI agents may continue from discovery into filtering, comparison, booking, and purchase. Prepare facts, pages, permissions, forms, and auditability.

Product recommendations depend on complete and current attributes. Align names, specs, price, stock, shipping, returns, and reviews.

When an article is distributed across platforms, AI may cite a copy. Preserve the original, mark versions, manage canonicals, and correct errors.

Competitor presence may reflect stronger source coverage, not a better product. Analyze their topics, proof, and source gaps.

Wrong descriptions, stale prices, and negative claims need more than publishing or complaining. Use evidence audit, public correction, and retesting.

Not every internal dataset belongs in public content. Screen GEO proof by necessity, identifiability, permission, freshness, and value.

New markets need local cases, terminology, service promises, and entity facts. Build a market-specific proof library beyond translation.

AI-assisted writing needs human review. Check entities, facts, sources, structure, language, links, and commercial promises explicitly.

A good brief is more than keywords and word count. Align user questions, proof, entities, links, business actions, and review criteria.

Scheduled publishing changes a content state; it does not guarantee discovery or indexing. Check sitemaps, canonicals, status, links, and feedback.

Isolated articles make topic relationships hard to understand. Build a graph across pillars, scenarios, proof, and conversion pages.

Programmatic pages can cover long-tail demand but also create duplication and empty content. Use data, uniqueness, evidence, links, and index gates.

Alternative queries are close to purchase but can produce thin competitor pages. Cover migration fit, differences, cost, risk, and non-fit.

When buyers ask “can it integrate,” they need versions, prerequisites, limits, and examples. Make integration docs discoverable and usable.

B2B buyers ask where data lives, who can access it, how it is deleted, and how it is audited. Turn those answers into proof pages.

Pricing is high-intent and highly volatile. Explain ranges, billing units, fit conditions, update dates, and the path to a quote.