Expert perspectives on AI visibility, citation optimization, and the future of search.
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Policy-first AI feed optimization prioritizes Google Merchant Center compliance and sustainable growth over aggressive performance maximization. This guide covers the 4-layer enrichment system, MC-First architecture, and proven strategies to prevent feed suspensions while improving visibility.
Soumyadeep Mukherjee
According to Morgan Stanley Research (2025), agentic shoppers could represent $190 billion to $385 billion in U.S. e-commerce spending by 2030.
Ekamoira Research Team
A December 2025 study by Surfer SEO analyzing 173,902 URLs across 10,000 keywords found that 68% of pages cited in AI Overviews were NOT in the top 10 organic r...
Ekamoira Research Team
The 30-day ranking framework turns GSC seed keywords into AI-citable content using 9 proprietary models. From query fan-out analysis to published pages — a repeatable process with measurable outputs at every stage.
Soumyadeep Mukherjee
ChatGPT now serves 800 million weekly active users, a figure that doubled from 400 million in February 2025 according to DemandSage.
Christian Gaugeler
Only 12% of URLs cited by ChatGPT rank in Google's top ten results. This striking finding from a 2026 Status Labs analysis reveals a fundamental truth: traditio...
Christian Gaugeler
Google announced it will shut down the Content API for Shopping on August 18, 2026.
Soumyadeep Mukherjee
With more than 10,000 active public MCP servers now deployed and UCP launching in January 2026, retailers face a critical question: which protocol deserves your...
Soumyadeep Mukherjee
According to the IBM Institute for Business Value (January 2026), 45% of consumers already use AI for at least part of their buying journey.
Soumyadeep Mukherjee
With over 40 YouTube-related MCP servers available in community directories as of January 2026, choosing the right one for your workflow can feel overwhelming.
Christian Gaugeler
Track your Google AI Mode rankings using a three-tiered approach: free GSC monitoring, structured manual tracking, and automated AI visibility tools. This complete 2026 guide covers setup, pricing, and strategies for handling AI result volatility.
Christian Gaugeler
GPT-5.2 saved memories is OpenAI's persistent context management system that allows ChatGPT to retain specific information you explicitly tell it to remember ac...
Christian Gaugeler