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RAG's Identity Crisis: Why Retrieval Augmentation Is Becoming Table Stakes, Not a Moat

Is Your RAG Strategy Already Obsolete? Assess whether you're building a defensible product or commoditizing yourself into irrelevance. Diagnose My PositionQuestion 0 of 6See My Score 📚 Related Articles OpenAI Is Building the Services Layer, Not Just the Model Layer—And Infrastructure Startups Need to Respond From RAG to

· 1 min read
RAG's Identity Crisis: Why Retrieval Augmentation Is Becoming Table Stakes, Not a Moat

Is Your RAG Strategy Already Obsolete?

Assess whether you're building a defensible product or commoditizing yourself into irrelevance.

Diagnose My PositionQuestion 0 of 6See My Score

📚 Related Articles

Akash Takyar

Akash Takyar is a serial entrepreneur, technologist, and recognised voice in artificial intelligence and emerging technology. He founded LeewayHertz, built it into a leading global AI and enterprise software company, and successfully exited to a Nasdaq-listed firm - one of several ventures he has founded, scaled, and sold. A member of the Forbes Technology Council, he advises enterprises globally, speaks at leading universities, and has been writing on technology and its impact on business and society for over a decade.