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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

D. Margaris

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Review Open access Aug 2026

The Evolution of SEO in the Era of Generative AI: A Business Intelligence Perspective

This study introduces the Signal–Structure–Surface–Score (4S) lifecycle framework, illustrating how AI-BI systems capture conversational search intents, architect machine-readable, entity-based data, and optimize content for LLM retrieval and Generative Engine Optimization (Surface).

Konstantinos I. Roumeliotis, D. Margaris, D. Spiliotopoulos et al. · 0 citations

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