The Compute-to-Cashflow Gap
The AI industry is shifting from celebrating large compute budgets to hunting for efficiency. Your competitive advantage is no longer your GPU count, but your cost-per-inference.

APPROACH
A proven framework for translating deep technical expertise into measurable business impact. Combining over 20 years of hands-on experience with the executive acumen needed to drive sustainable growth.
Developing clear, actionable strategies that align technology initiatives with core business objectives. Every investment is architected to drive long-term value and secure a durable competitive advantage for the enterprise.
Expertise in moving organizations beyond the proof-of-concept stage by operationalizing AI/ML solutions at enterprise scale. The focus is on building robust, reliable, and impactful systems ready for real-world deployment.
Moving beyond technical metrics to concentrate on what matters most: delivering measurable business impact. This includes revenue growth, operational efficiency, and an enhanced market position.
A proven ability to build and mentor world-class engineering teams. Fostering a culture of innovation, accountability, and excellence is key to attracting and retaining top-tier talent.
Translating complex technical concepts into clear business language. This enables executive teams and boards to make informed, confident decisions in a rapidly evolving technology landscape.
Providing forward-looking analysis on emerging trends in AI and cloud infrastructure. This helps organizations anticipate market shifts, mitigate risks, and seize future opportunities with confidence.
" Focussed, Technologist, Go-Getter, Team player is how I would describe Rajat. He is a thought leader who is ready to take tasks to completion with a smile. True asset to any team he joins. "
Vidya Laxman
Technology Director at Tesco
" Rajat has done excellent work for Tesco over the last year. He has been great to work with and is highly skilled. I wouldnt hesitate to recommend him to anyone.. "
Jon Higgins
CTO & CPO at Wehkamp Retail Group
" Rajat is highly motivated, very strong technically and a well regarded member of our department. He has a strong vision for how our department should operate technically and has helped to guide us towards that vision over the past year or so. Safe to say he's also a great guy! "
Tara Hamilton-Whitaker
CEO | Founder - Inquisitive
The AI industry is shifting from celebrating large compute budgets to hunting for efficiency. Your competitive advantage is no longer your GPU count, but your cost-per-inference.
Explore how quantization and hardware co-design overcome memory bottlenecks, comparing NVIDIA and Google architectures while looking toward the 1-bit future of efficient AI model development.
When standard tools report a healthy cluster, but your training is stalled, the culprit is often a broken ring topology. We decode specific NCCL algorithms and debugging flags.
We analyze the JSON-RPC internals of the Model Context Protocol (MCP) and why the 'Context Exchange' architecture renders traditional integration code obsolete.