AI Platforms

Answer surfaces differ in retrieval, citations, and presentation. Separate platform metrics instead of treating one ranking table as all AI search.

AI answers vary, so one prompt cannot represent durable visibility. Define prompts, platforms, markets, frequency, snapshots, and review rules.

Evaluate agent platforms by orchestration, tool safety, identity, evaluation, observability, cost, and portability—not by the length of the model list.

The same brand can be interpreted very differently by each AI platform. A multi-platform GEO strategy starts with understanding these differences.