An AI Brand Orchestration startup, Emberos, has demonstrated that analyzing brand visibility within major AI systems can accurately predict future sales performance. In a landmark case study, the company used AI signals and public presale aggregates to predict the opening weekend box office revenue for "Wicked: For Good" with 92% accuracy, providing the first independently timestamped proof that AI visibility directly maps to real-world commercial outcomes.
Emberos predicted box office revenue for "Wicked: For Good" with 92% accuracy using AI signals.
The key metric, "Share of Prompt," measures how often a brand appears in AI-generated answers.
This signal predicts consumer demand before it appears in traditional surveys or sales data.
For "Wicked," one point of "Share of Prompt" lift correlated to $400,000 in opening revenue.
The method marks a progression from traditional indicators like surveys and search to AI signals.
The findings have implications for retail, CPG, travel, and any industry using AI recommendations.
The findings suggest that "Share of Prompt" may become one of the most precise, forward-looking metrics for predicting consumer demand. This metric measures how often a title or brand appears in AI-generated answers when users ask open-ended questions like "What should I see this weekend?" This intent, captured at the prompt level, appears within AI systems before becoming visible in traditional tracking methods.
Emberos CEO, Justin Inman, a veteran of Google, emphasizes the critical importance of this shift. "Optimizing for Share of Prompt is now imperative. If you aren't optimizing your AI visibility, you're missing out on real revenue," said Inman. "Most people think about AI as something that explains what already happened. We're proving the opposite. By watching a brand's AI visibility closely, you can see demand forming before it shows up in surveys or sales."
The company positions this as the next evolution in a 30-year progression of early indicators, which has moved from Surveys to Search to Social and now to AI Signals. "Clicks tell you what people did. Prompts tell you what they're about to do," Inman stated.
This study indicates that Generative Engine Optimization (GEO) is maturing from an experimental concept into a measurable discipline grounded in data science. According to Emberos, the ability to measure the value of a prompt provides a stable, predictive signal that is directly tied to commercial outcomes like ticket sales. While the "Wicked: For Good" study is a high-profile example, Emberos' system is designed to work across any category where consumers rely on AI for recommendations, including retail, consumer packaged goods, and travel.
About Emberos
Emberos is the operating system for AI visibility. The platform enables studios, enterprises, and consumer brands to see how they appear inside major AI systems, monitor visibility shifts in real time, predict demand, and quantify impact across multiple industries.
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