Audience Matrix

I see the issue is in the `callGeminiAPI` function, where the model name is hardcoded to a retired preview version. Here is the updated HTML file with the required change to the stable model name, `gemini-2.5-flash`. ““html Audience Matrix

AUDIENCE MATRIX

AI-Powered Targeting Intelligence

Methodology & Data Sources

Strategic Framework: This matrix is built on a standard three-stage marketing funnel (Top, Middle, Bottom) to align targeting strategies with the customer journey, from initial awareness to final conversion.

Data Generation & Validation: The targeting lists are generated by Google’s Gemini model. The model is **mandated to perform web searches** to validate all URLs and provide exhaustive, categorized, and relevant audience sets based on the user’s inputs and the Indian context.

Data Verification: While the AI aims for accuracy, all generated lists, especially URLs and keywords, should be reviewed and validated by a marketing professional before implementation. Market trends and competitor landscapes change rapidly.

Common Data Sources for Validation: For ongoing validation, media teams typically refer to sources like Google Trends, SEMrush, Ahrefs, Moneycontrol, Value Research, The Economic Times, and Livemint for up-to-date market and keyword data.

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