Aksheshkumar Shah

Aksheshkumar Shah is an AI entrepreneur and applied machine learning leader with deep expertise in building scalable, production-grade intelligent systems. He is the Co-Founder and CEO of Cogniify.ai. With extensive experience across industry and research, Shah has held senior machine learning roles at Google, C3 AI, Fractal, and VideoAmp.

Joined: March 9, 2026
Articles: 1

AI Technology, Analysis

Prompts, RAG, or Fine-Tuning? The AI Stack Decision Most Teams Get Wrong

ksheshkumar Ajaykumar Shah, Founder & CEO, Cogniify.ai, writes on why most enterprise AI teams choose wrong between fine-tuning, prompt engineering, and RAG, and how understanding the right architecture for each can turn AI from an expensive experiment into a scalable business tool.

Aksheshkumar Shah
March 9, 2026

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Prompts, RAG, or Fine-Tuning? The AI Stack Decision Most Teams Get Wrong

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