GEO GLOSSARY

Cross-model presence

How consistently a brand appears across different AI providers — for example OpenAI, Gemini and Perplexity — rather than being visible to only one.

Why single-model visibility is fragile

Different providers train on different data, retrieve from different indexes and are updated on different schedules. A brand that looks strong in one provider’s answers and absent in another does not have durable AI visibility — it has gotten lucky with one model’s current snapshot of the world.

Why this needs at least two providers to measure

With only one provider in a scan, there is no comparison to make, so cross-model presence is not meaningful and its weight is excluded from the overall score in that case. It only becomes informative once at least two providers have returned successful answers to compare.