(Evidence-led growth insights)

AI, Agents & Automation

Practical guidance for Indian D2C, startup, and growth-stage teams across measurement, AI search, web conversion, brand, and social.

Google Merchant Center AI Performance Insights: An India Audit Guide

A practical audit for interpreting Merchant Center AI share of voice, shopping stages, conversational terms and missing product attributes.

A practical India-first plan for ChatGPT Ads, Sponsored Agents, Shopify catalog readiness, conversion measurement and disciplined pilot economics.

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