The world's largest shopping destination. The visitor magnet everyone knows. The museum with five million visitors a year. AI knows all of them and still gets them wrong. False differentiators. Missing offerings. And all of it in a single language, even though the brand communicates in four: English, Arabic, Chinese, Russian. For AI, often only one version exists. AI fills that gap with hallucinations.
Scale does not protect you, it amplifies the problem: the more often AI is asked about you, the more damage an inaccurate answer causes. AEO and Entity Building ensure that AI describes your organization across languages, completely and with the nuance your brand actually requires.
You have the better product. The sharper positioning. The clearer focus. But the big players have one thing you do not yet: AI knows them. Every query to ChatGPT, Perplexity, Claude, Gemini or Google AI Search goes to a brand that is already structured. The reason is rarely quality: they got there first, and they often live off a history from the old world of blue links.
Being new gives you a unique window: before AI starts guessing and before wrong signals solidify. Entity Building delivers the machine-readable structure AI needs to describe and classify you correctly from day one. As the brand you are, not as a brand AI embellishes with assumptions.
Your clients come through referral. Your calendar is full. Your reputation is your marketing. That works until someone asks an AI. Then you do not exist. Or someone else exists in your place.
Referral used to be a conversation between people. Today AI systems take over part of that function: those who do not appear in their answers, or appear unfavorably, lose exactly that referral path. Entity Building gives your reputation the structure AI systems need to understand why people come to you specifically, and makes you understandable, citable and recommendable.
AEO is for organizations, brands and experts where being misunderstood by AI has real consequences.
richresults.ai works with organizations, brands and experts where reputation is the product and expertise is specific, across cultural institutions, architecture, design-led companies, destination brands, luxury real estate, medical aesthetics, specialist retail, legal and consulting practices.
In short: AEO is for entities AI should not simplify, confuse or ignore.
A strong online presence, meaning a great website, active social media and strong press, is valuable. But AI systems do not read your presence the way humans do. They parse structured signals. Many well-known organizations have strong visible presence and weak machine-readable entity signals. The two are not the same.
AEO is not about being louder. It is about being machine-readable, verifiable and correctly understood by the systems that increasingly shape discovery.
Initial changes may become visible within days to weeks, depending on the system. Individual retrievable signals such as images can sometimes be updated within a single day. Other entity signals and answer patterns follow the respective crawl, retrieval and model cycles and may take longer.
What richresults.ai ensures: the signal layer is correctly structured, consistent, validated and ready to be crawled, understood and cited from the moment it goes live. A specific timeframe or a particular answer cannot be guaranteed. AEO is not a campaign. It is infrastructure whose impact compounds over time.
Yes. And multilingual coverage is one of the areas where AEO has the highest leverage. AI systems do not automatically translate entity signals across languages. An organization that communicates in English, Arabic, Chinese and Russian needs structured entity data in each language independently.
Without it, AI systems default to the dominant language signal, which is almost always English, and deliver incomplete or incorrect answers in every other language. richresults.ai builds multilingual entity architecture as a core part of every engagement.
Yes. Maren Dessel Leder Design is a specialist leather atelier in Cologne. With our AEO implementation, the atelier displaced Hermès from the top position in Google AI Search Mode. Before the work: only Hermès appeared for the query “Kelly Bag restaurieren Köln”. After entity building and structured data implementation by richresults.ai: Maren Dessel Leder Design replaced Hermès as the recommended specialist, by name, specialty and location.
Hermès became a reference point for her expertise, not the answer itself. David did not beat Goliath. David replaced Goliath. Full case study →
No. In most cases AEO is implemented on your existing website. No redesign, no new CMS, no rebuild. The work happens on the structured data layer, JSON-LD schema, entity signals, metadata and AEO copy.
Your website stays as it is. What changes is what AI systems can read from it.
Every engagement is scoped to your specific organization, number of entities, existing digital footprint, languages, complexity. We discuss this in the first conversation. No hidden retainers, no lock-in.
The initial engagement is a defined project with a fixed deliverable. Not a subscription. Not an ongoing obligation. If you want to start with a diagnostic before committing: that is exactly how we work.
AEO structures answers. GEO drives citations and recommendations. LLMO builds model understanding. All three rest on the same foundation: clear, consistent and verifiable entity signals. That is exactly what we build.
Tell us about your organization, we'll let you know what's possible and what we'd build.