Softude’s Chief AI Officer Mradul Shares New Insights on the Fine-Tuning vs. Scaling Debate in Enterprise AI

Indore, India (M.P), July 6, 2026: Softude’s Chief AI Officer, Mradul Kanugo, has been featured as a guest contributor in AI Made Simple, one of the AI community’s leading newsletters, where he examines OpenAI’s experiments on fine-tuning and model scaling.

In his guest feature, Mradul explores what these findings mean for the future of enterprise AI, helping organizations understand how advances in reasoning models are reshaping AI development strategies.

Tracing OpenAI’s evolution from GPT-4o to its O-series models, he explains how improvements in reasoning capabilities have significantly enhanced performance on complex problem-solving tasks. He also highlights the role of reinforcement learning in driving these gains, demonstrating that model performance is influenced not only by scale but also by more effective reasoning.

The feature further examines OpenAI’s specialized O1-IOI model, developed for competitive programming through targeted optimization and fine-tuning. However, one of the key observations is that OpenAI’s later O3 model outperformed this specialized approach, indicating that continued advances in general-purpose reasoning can, in many scenarios, reduce the need for extensive domain-specific customization.

Rather than viewing fine-tuning and scaling as competing approaches, Mradul suggests organizations should evaluate each based on business objectives, implementation timelines, and expected return on investment. He emphasizes building adaptable AI systems that can evolve alongside rapidly advancing foundation models while applying customization only where it delivers measurable business value.

This latest thought leadership reflects Softude’s commitment to helping organizations make informed AI decisions through practical, research-backed insights. 

About Softude

Founded in 2005, Softude is a global digital transformation company specializing in AI-powered solutions and software product engineering. With a presence in 30+ countries and a team of 400+ professionals, the company helps organizations build scalable, secure, and future-ready digital systems.

Softude is ISO 27001:2013 and ISO 9001:2015 certified and a member of NASSCOM and the Electronics and Computer Software Export Promotion Council (ESC).