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    Benchmark StudyResearch Report 18 min read

    The 2026 Generative Engine Optimization Benchmark Report

    Key findings from our 12-month study on LLM citation mechanics and conversion impact.

    DS

    ScaleMatrix Data Science Team

    Benchmarking & Intelligence Desk · Published September 2026

    Key Finding 1: 73% of High-Ticket Buyers Use AI Search Before Contacting Sales

    Buyers in roofing, HVAC, water restoration, legal, custom home building, and B2B SaaS rely on ChatGPT, Perplexity, and Claude for initial vendor shortlisting.

    Key Finding 2: Entity Schema Lift Is Instantaneous

    Brands that implemented structured machine-readable JSON-LD schemas saw an average +184% lift in AI citation frequency within 21 days.

    Ready to Implement These AEO Practices?

    Run a free 60-second AI Visibility Audit to see how your brand entity performs across ChatGPT, Perplexity, Claude, and Google AI Overviews.