Insights
Practical thinking on digital transformation, AI strategy, and technology leadership.
ai strategy
Data Readiness, Not Budget, Is the #1 Predictor of AI Success
Only 7% of enterprises say their data is completely ready for AI. AI project failure rates jumped from 17% to 42% in one year. 81% of enterprises delayed or abandoned AI initiatives. The #1 reason isn't budget or talent — it's data quality. Here's a practical framework to assess your data readiness before you spend on AI.
18 August 2026
digital transformation
91% of Indian Enterprises Delayed AI Projects Over Data Governance: The Infrastructure Bottleneck Nobody Talks About
A Cloudera survey found 91% of Indian enterprises delayed or cancelled AI projects due to data governance concerns. 68% say their data architecture needs a substantial overhaul. Meanwhile, India is spending 150-200 bps more on IT than global peers, L&T secured a ₹15,000 crore AI data centre order, and Tamil Nadu signed ₹67,452 crore in digital infrastructure projects. The gap between AI ambition and AI readiness is widening — here's what it means for Indian business leaders.
17 August 2026
technology leadership
Andrew Ng's AI Engineering Skills Map: The 4 Skills That Matter in 2026
Andrew Ng analyzed 10,000+ job postings and dozens of expert interviews to identify the 4 essential AI engineering skills for 2026: building/deploying AI apps, software engineering fundamentals, using coding agents, and shaping the build. Pure prompt engineer roles are declining — being absorbed into AI Systems Engineering. Senior AI engineers earn $500K-$800K total comp. Here's the skills map and what it means for your career and hiring.
16 August 2026
ai strategy
DeepSeek's 100% Price Hike Exposes the AI Inference Cost Crisis
DeepSeek raised V4 Pro API prices 100-200% — the first public admission that inference costs are unsustainable at scale. Anthropic, Mistral, and Google are all moving to tiered pricing. Meanwhile, a 150M-parameter recurrent model just beat ARC-AGI at 1/100th the compute cost of Transformers. The AI industry's dirty secret: inference costs are outpacing revenue growth. Here's what it means for your AI budget.
15 August 2026
technology leadership
Zuckerberg's Superintelligence for All: A $145 Billion Rorschach Test
Mark Zuckerberg published a 6,500-word manifesto promising personal superintelligence for everyone — free, open-source, and private. Critics call it a Rorschach test: you see utopia or dystopia depending on whether you trust the company that gave us Facebook. With $145B in capex and a $1B community fund, Meta is making the biggest bet in AI history. Here's what it means for business leaders.
14 August 2026
ai strategy
Companies Are Rehiring the Workers They Replaced with AI
39% of business leaders made employees redundant due to AI, but 55% say wrong decisions were made. Ford, Commonwealth Bank, and IBM are all rehiring workers after AI replacements failed. Robert Half found 32% of hiring managers eliminated a role for AI and later rehired. The AI replacement narrative is breaking — here's what it means for your workforce strategy.
11 August 2026
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