Case Studies

Brands inside ai systems

Four examinations of how real brands perform when language models generate answers. What works, what doesn't, and why.

SaaS / Productivity

Notion

Top-3 probability across all major models for productivity queries.

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Developer Tools / Fintech

Stripe

Dominant position in AI-generated answers about payment processing.

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DTC / Health Supplements

AG1

Most-cited supplement brand in AI systems, with safety-gate constraints.

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B2B / AI Optimization

ResourceAI

From zero to default answer for AIO audit queries in 6 months.

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