Absent from answers
Buyers ask AI for vendors; you're not there and never know.
Buyers increasingly ask ChatGPT, Perplexity or AI Overviews directly which vendor to pick — and traditional SEO does not put you in that answer. GEOPilot measures how AI engines describe you today, then rebuilds your content supply for citation — across Western and Chinese engines.
Buyers ask AI for vendors; you're not there and never know.
AI may describe you from a competitor's comparison post.
Written for readers, not citation — AI has nothing to lift.
Western and Chinese engines are separate worlds; few do both.
Test major AI engines with real buyer questions: are you mentioned, how are you described, whose pages get cited? Data first, strategy second.
llms.txt, Schema.org structured data, clean fact sentences and FAQ structures — publish a machine-readable version of who you are.
Rework existing content into citable form: attributed data, direct answers, comparison frames — so when AI paraphrases, your name travels with the fact.
Western engines (ChatGPT, Perplexity, AI Overviews) and Chinese AI search tracked on separate baselines, re-tested monthly to watch the description shift.
SEO optimizes for ranking; GEO optimizes for citation. They share foundations — structured data, authority — but the content shapes differ completely.
One team covering Western AI engines and China's AI search ecosystem — a combination only a cross-border team can offer.
SEOPilot maintains structured data and site health; GEOPilot builds the citation layer on top — two agents, one foundation.
Reports are screenshots and verbatim citations: how AI mentioned you per question, before and after, side by side — no invented "GEO score".
GEO is a new category and we treat it honestly: the methodology is live on this site (llms.txt, full structured data, citable fact sentences); client engagements are running — citation numbers go public only after verification, never invented.
Scope: measured on sister brand rb2's order-processing agent for IPN (NL), that specific workflow — proof of putting agents into production, not a performance claim for this agent.
Read the IPN case →Every fee is agreed in advance — no black boxes. The outcome may be "not now"; that saves your budget too.
Find the strongest workflow to start with; if none fits, we say so.
The full workflow with your real products; "don't build" is a valid outcome.
A separate proposal; no mandatory next step.
Monitoring, review-flow upkeep and improvement included.
SEO gets you ranked in search results; GEO gets you cited inside AI-generated answers. The foundations are shared: without healthy structured data and authoritative content, neither works — which is why GEOPilot usually ships alongside SEOPilot.
No — anyone guaranteeing that is lying, because no vendor controls the engines. What we can do is build every condition for citation and re-test monthly: citable facts, machine-readable structure, verifiable change.
Yes — that is exactly Lanxu's edge: our Xiamen delivery team operates natively in the Chinese content ecosystem, while our European group background covers Western engines. Two baselines, tracked separately.
When your buyers simply don't use AI to find vendors, or when the site hasn't passed basic SEO yet. The baseline test answers "is this worth it" first — and if the answer is no, we say so.
Free, no sales script. If an agent is not the right answer, we say so plainly — that saves your budget too.
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