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Zoho Founder Sridhar Vembu Says AI Has Yet To Deliver 10x Productivity Gains In Software

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News18•14-10-2026, 13:30
Zoho Founder Sridhar Vembu Says AI Has Yet To Deliver 10x Productivity Gains In Software
- •Zoho founder Sridhar Vembu estimates that artificial intelligence currently improves software development productivity by about 25% to 50% across the entire process.
- •While AI speeds up prototyping, building a reliable production-ready application still requires substantial human involvement and has not yet hit 10x gains.
- •Vembu highlighted rising costs associated with AI adoption, including soaring server prices, token expenses, and the need for expensive GPUs to run internal models.
- •He warned that geopolitical uncertainties and rising infrastructure expenses pose challenges, urging software companies to weigh costs against productivity benefits.
- •Vembu believes a massive productivity leap could eventually happen through advancements in mathematics, automated code verification, and reasoning models.
Key Questions Answered
Sridhar Vembu estimates that artificial intelligence currently enhances software development productivity by approximately 25% to 50% across the complete lifecycle of building and delivering an application.
Vembu highlighted three primary cost drivers: surging hardware expenses like servers and memory which rose four to five times in a year, growing spending on AI tokens for coding and debugging tasks, and expenses related to running internal open-weight models that require expensive GPUs.
Vembu believes a massive transformation could occur through advances in automated code verification and mathematics, such as combining reasoning models with proof assistants like Lean in a feedback loop backed by heavy computing power.





