AI citation, GEO and answer-engine optimisation https://geo.osorosolutions.com/articles 2026-08-21T00:00:00Z Gideon Twum https://geo.osorosolutions.com/articles/geo-for-b2b-saas 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

B2B buyers ask AI to shortlist vendors before visiting a site. This is why category and comparison queries decide your pipeline, and how to win them.

https://geo.osorosolutions.com/articles/geo-for-education 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

Applicants ask AI which course to choose. This is why departmental subdomains hurt your citations, and how to win course and outcome queries.

https://geo.osorosolutions.com/articles/geo-for-financial-services 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

AI answers on money questions are cautious by design. This is why trust decides financial-services citations, and how to earn it within the rules.

https://geo.osorosolutions.com/articles/geo-for-healthcare 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

Answer engines hedge hardest on health questions. This is why, and what verifiable clinical credentials and structure do to a provider's citation odds.

https://geo.osorosolutions.com/articles/geo-for-hotels 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

When travellers ask AI for a hotel, it often cites the booking sites, not yours. This is why, and how a direct site earns the citation instead.

https://geo.osorosolutions.com/articles/geo-for-legal 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

Law firms lose AI citations for reasons specific to legal search: practice-area and jurisdiction queries, directory weight, and hard trust signals.

https://geo.osorosolutions.com/articles/geo-for-restaurants 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

Diners ask AI where to eat before opening a review app. This is why the review platforms get cited, and how a restaurant earns the recommendation.

https://geo.osorosolutions.com/articles/geo-for-retail 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

Shoppers ask AI to compare products, and it often cites the marketplaces, not the brand. This is why, and how a retail site earns the citation.

https://geo.osorosolutions.com/articles/how-perplexity-picks-its-sources 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

Perplexity retrieves live pages and cites them with numbered links. This is how it finds, ranks, and quotes sources, and how to become one it names.

https://geo.osorosolutions.com/articles/how-to-appear-in-google-ai-overviews 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

Appearing in a Google AI Overview comes down to being indexed, matching the query fan-out, and answering one sub-question cleanly. Here is how to do each.

https://geo.osorosolutions.com/articles/how-to-get-mentioned-by-chatgpt 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

ChatGPT names your brand through two different systems: live web search and trained knowledge. This is how each works, and the concrete steps to earn both.

https://geo.osorosolutions.com/articles/is-llms-txt-worth-publishing 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

llms.txt is cheap to publish and a tidy map of your best pages, but no major search engine consumes it. Here is when it is worth an hour and when it is not.

https://geo.osorosolutions.com/articles/should-you-block-ai-crawlers 2026-08-21T00:00:00Z 2026-08-21T00:00:00Z

Blocking AI crawlers protects your content from model training, but it can also remove you from the answers those engines give. Here is the real trade-off.

https://geo.osorosolutions.com/articles/how-to-measure-ai-citations 2026-07-29T00:00:00Z 2026-07-29T00:00:00Z

Referral traffic cannot see most AI citations. The workable method is sampling a fixed prompt set on a schedule and tracking citation rate over time.

https://geo.osorosolutions.com/articles/what-structured-data-does-for-ai-citation 2026-07-29T00:00:00Z 2026-07-29T00:00:00Z

Schema markup is not a ranking lever. It removes ambiguity about what a page is and who published it, which is what makes a claim safe to attribute.

https://geo.osorosolutions.com/articles/how-ai-engines-choose-which-sources-to-cite 2026-07-28T00:00:00Z 2026-07-28T00:00:00Z

AI answer engines cite sources they can parse, extract from, identify and corroborate. Here is how that selection works and what it means for your site.

https://geo.osorosolutions.com/articles/the-four-signals-behind-every-ai-citation 2026-07-28T00:00:00Z 2026-07-28T00:00:00Z

Citation likelihood breaks into four dependent signals: technical, content, entity and trust. They only work in that order, and here is why.

https://geo.osorosolutions.com/articles/what-carries-over-from-seo-to-geo 2026-07-28T00:00:00Z 2026-07-28T00:00:00Z

Most of an existing SEO programme still works for AI citation. This is which parts carry over untouched, which do nothing, and what to rewrite first.