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Tenten GEO

Strategy Playbook Whitepaper

Plan Useful Content Around Reader Questions

Organize explanations, comparisons and tutorials around real reader needs. Interpret AI Overview studies with the right dates and denominators, without guaranteed citations or conversion rates.

v1.1 · October 2026 · Tenten GEO Research

CH.01

Keep the Whole Reader Journey Useful

Product, pricing and explanatory pages serve different tasks. A study of query intent does not determine whether an individual page is valuable or eligible for an AI answer.

AIO appearance, a page being cited and a visitor converting are separate events. Match the page to the reader’s question instead of assigning every informational page a guaranteed trigger or excluding product pages.

Keep accurate scope, pricing and product information easy to find. Add explanatory content when it resolves a real question; do not move resources merely because a funnel label sounds better.

Page typeReader taskWhat to observePractical role
Product / pricing / featuresUnderstand scope, cost and suitabilityRelevant queries, sources and actual usageSupport an informed purchase decision
Definition guideUnderstand a term or conceptWhether the explanation answers the taskClarify with necessary context
ComparisonEvaluate alternativesAccuracy, conditions and reader needsExplain differences without guaranteed shortlisting
TutorialComplete a taskClarity, completion and relevant questionsProvide actionable steps and an optional next step

Reader roles, not universal AIO-trigger ratings.

Start with a real need

Choose the page that helps the reader. Product and informational content can both matter; neither automatically earns an AI citation.

AI-generated brand illustrations.

CH.02

Read Study Percentages in the Right Direction

The share of AIO queries that are informational differs from the share of informational queries that show an AIO. Samples and dates also differ.

Ahrefs’ September 2025 desktop sample reports 99.9% informational among AIO queries, but 21.4% AIO among informational queries. Intent labels overlap. These are not an almost-certain trigger for any question or a result for every AI product.

Semrush reports 91.3% informational among AIO queries in January 2025 and 57.1% in October 2025. That composition changed; neither percentage is a timeless rule. Do not average these samples or use them to promise selection of your page.

  • →State the denominator before using a percentage.
  • →Keep the date, surface and sample visible; vendor databases are not your audience’s entire search activity.
  • →Use scoped observations for the actual questions you serve, not a universal informational-content guarantee.

CH.03

Organize Related Pages When It Helps

A hub and related pages can help navigation and avoid duplicated explanations. A cluster is optional, not a prerequisite for citations.

A large pale-violet sphere connects by fine violet threads to a ring of smaller cream spheres on a warm dark-maroon background.
Conceptual illustration of related pages, not a measured citation network.

Write the main answer early when it helps the reader, with necessary qualifications. CXL observed 55% of 100 sampled AIO citations within the first 30% of pages: that describes location among citations, not the probability of being selected. No word position guarantees citation.

Definitional

Explain the concept

Give a clear definition with the context and limits required. A single sentence or special schema is not mandatory.

Comparison

Compare fairly

Use accurate differences, conditions and evidence. Inclusion in a comparison does not guarantee a place on a buyer’s shortlist.

How-to

Help complete the task

Provide real steps and indicate relevant products only when they help. Let the reader choose; do not turn every explanation into an advertisement.

Use links for the reader

Connect related material when useful, avoid redundant pages and maintain the evidence. One good page can be preferable to an unnecessary cluster.

CH.04

Offer a Relevant Next Step

Some readers want only information; others want to compare or contact you. No universal AI-referral conversion multiple follows from an informational page.

An AI link is not proof of endorsement, trust or purchase readiness. Use available referral and lead records to understand actual behavior, with collection and attribution limits.

Keep the explanation useful on its own. Where relevant, link to an existing product, price or diagnostic route with a clear purpose. A citation need not produce a visit, and a visit need not produce a qualified lead.

Measure what happens

Separate citations, visits, successful requests, qualified leads and revenue. Do not treat an observed association as incremental revenue caused by the content.

CH.05

Prioritize Actual Needs and Capacity

Choose work by customer relevance, evidence and effort. A score can help discussion, not predict guaranteed AI selection or sales.

Consider actual questions, available search observations, current explanations and responsible implementation capacity. Sparse competing content may reflect weak demand or missing expertise, not an automatic opportunity.

DimensionQuestionEvidencePlanning use
Reader relevanceDoes a real question need an answer?Customer questions and usage recordsExplain priority
Observed search behaviorWhat appears for our actual questions?Dated, scoped observations with failuresContext, not a selection probability
Content gapWhat is inaccurate or unclear?Specific missing explanations or supportDefine a useful change
Expertise and capacityCan we deliver responsibly?Sources, permissions, expertise and effortChoose feasible scope

Qualitative planning aid, not calibrated weights or a causal ranking formula.

Choose a manageable change, including improvement of an existing page. Revisit priority when meaningful evidence changes; do not produce more pages simply to fill a cluster.

CH.06

An Adaptable Content Planning Example

Use existing periods to organize work, not promise citation, revenue or a required thirteen-week commitment.

Inventory useful pages before creating new ones. Keep access, accuracy and reader navigation in scope, and assess business outcomes separately from sampled search behavior.

Planning phaseWorkInspectable output
Weeks 1 to 2 · Topic selectionChoose actual questions and review current coverageScoped topics and documented needs
Weeks 3 to 4 · Build the hubImprove or create necessary explanations with sourcesReviewed useful pages, not guaranteed cited hubs
Weeks 5 to 8 · Grow the satellitesLink comparisons or tutorials where neededRelated pages without duplicated content
Weeks 9 to 12 · Wire the money lineReview available referrals and backend-success requestsScoped behavior record with attribution limits
Week 13 · ScaleAssess usefulness, cost and remaining gapsContinue, maintain, change or stop decision

Planning example, not a universal schedule or content quota.

  • →Keep product facts and explanations useful together; no mandatory funnel order.
  • →Put answers where they are easy to understand, without treating placement statistics as citation odds.
  • →Keep visibility and business outcomes separate, with comparable samples and clear missing data.

Finish with the reader’s task

Continue only if another change is useful. Maintain completed content and reopen it when facts, products or reader needs change.

Sources & methodology

Revised 5 October 2026. Ahrefs studied 146 million desktop SERPs from September 2025; 99.9% and 21.4% use opposite conditional denominators, with overlapping intent labels. Semrush’s 10M+ keyword study reports 91.3% in January 2025 and 57.1% in October 2025 composition. CXL’s 100-citation placement observation is conditional on already observed citations. The former 14.2%/2.8%/5.1× conversion chart lacks an established matching source for this review and is retired, not declared false. Planning and navigation advice are Tenten recommendations, not causal performance guarantees. https://ahrefs.com/blog/ai-overview-triggers/ https://www.semrush.com/blog/semrush-ai-overviews-study/ https://www.linkedin.com/posts/cxldotcom_we-analyzed-100-google-ai-overview-citations-activity-7435376188954480642-_vhS https://developers.google.com/search/docs/appearance/ai-features

© 2026 Tenten GEO · Feel free to cite this whitepaper, with attribution.

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