Apr 11, 2026
Five Principles of AI-Transforming Companies
WEF research on 450+ executives reveals five principles shared by the 15% transforming with AI. Organizational discipline separates leaders from followers.
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Sobin George ThomasARKONE
Apr 9, 2026
The End of the Annual Plan
Canada Goose cut planning cycle time by 60% and improved revenue forecast accuracy by 4%. S&P Global analysed 190,000 earnings call transcripts to extract signals no analyst had spotted. The annual planning cycle is not being accelerated — it is being replaced.
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Sobin George ThomasApr 5, 2026
Why Only 15% of Companies Are Transforming with AI
The WEF surveyed 450+ executives across industries. Only 15% have moved beyond pilots to fundamentally redesign how their businesses operate. Those 15% report 2.4× greater productivity and 2.5× higher revenue growth. The gap is compounding.
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Sobin George Thomas
Mar 31, 2026
Most AI Programmes Don't Fail. They Stall.
The majority of enterprise AI investments don't end in visible failure. They produce one good pilot, then nothing. Here is why, and what the organisations that break through are doing differently.
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Sobin George Thomas
Mar 31, 2026
Why the CFO Is Now the AI Decision-Maker
87% of CFOs say AI will be critical to their operations in 2026. Yet only 12% report both cost and revenue gains. The problem isn't the technology—it's who's steering it and how.
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Sobin George Thomas
Mar 20, 2026
The Integration Tax: What Enterprise AI Really Costs
The model is not the expensive part. For most enterprise AI programmes, integration into legacy infrastructure accounts for 40–60% of total delivery cost — and most business cases never count it.
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Sobin George Thomas
Mar 10, 2026
AI Readiness Is Not a Technology Question
Most organisations approaching enterprise AI frame readiness as a question of infrastructure and tooling. The evidence suggests it is primarily a question of process clarity, data governance, and decision architecture.
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Sobin George Thomas