XTraw AI: Machine Learning and AI Applications

What happens when AI moves from customer support automation to true customer intelligence?

In this Season 19 kickoff episode of XTrawAI, Raghu Banda speaks with Italo Belandria, Head of Customer – Americas at Ringover, about how AI is reshaping customer operations, omnichannel communication, and customer success.

• How AI is helping customer teams become more proactive and data-driven
• Why automation still needs empathy and the...

As AI agents become more autonomous, are we rethinking where their data lives and who controls it?

In the Season 18 finale of XTraw AI, Raghu Banda sits down with Murphy Jo, Chief Growth Officer at StorX Network, to explore the intersection of AI, cybersecurity, decentralized infrastructure, and digital autonomy.

Key highlights:

• Why AI is driving new conversations around data security and ownership

• How decentralized storage and DeP...

In this May 2026 AI news roundup, we move beyond the headlines and look at the bigger shift happening across the AI world: agents are becoming real, enterprises are learning how to manage them, and trust is becoming the gatekeeper for scale.

This episode explores how AI is moving from simple chatbots to governed, enterprise-ready agents that can work across business processes.

• AI agents are entering real workflows: from voice age...

Are enterprises defending against tomorrow’s AI threats — or yesterday’s security model?

In this XTraw AI episode, Raghu Banda sits down with Shayak Mazumdar, Founder of Adya, to unpack what the next wave of frontier AI models really means for enterprise security, agentic AI, and governance.

• Why the real AI security risk is not sci-fi panic, but machine-speed discovery of hidden vulnerabilities across legacy sys...

What happens when the systems running the enterprise start thinking, healing, and optimizing themselves?

In this episode of XTraw AI, Raghu Banda sits down with John Willis — one of the pioneers of the DevOps movement — to explore how AI is transforming modern engineering, operational intelligence, and enterprise infrastructure. From the evolution of DevOps to the rise of AI-driven operational systems, this conversation ...

What if your AI agents are making decisions… but you don’t fully control the knowledge they’re using?

In this episode of XTraw AI, Raghu Banda speaks with Rand Wacker, Head of Product Strategy at Box, on a shift most enterprises are underestimating — AI is only as powerful (and as risky) as the content it can access. As organizations move from copilots to autonomous agents, the real battleground is no longer...

What happens when AI stops being a demo and becomes the operating layer of business?

April 2026 marked a major shift in the global AI story — from autonomous agents and orchestration protocols to context engineering, compute races, regulation, and new business models. In this episode, we break down the biggest AI news from around the world and what it means for enterprises, technology leaders, and the future of work.

• AI agent...

What if your service business could reclaim 10–30 hours every week—without hiring or burning out your team?

In this episode of XTrawAI, we sit down with Marvin from Bandsaw AI to explore how service-based businesses—agencies, consultancies, and operational teams—are using AI to eliminate repetitive work and unlock real capacity. This is not about flashy tools, but about building practical AI-driven workflows ...

What does the future look like when AI begins to power smarter business decisions at scale?

In this episode of XTraw AI, Raghu Banda speaks with Ganesh Krishnan, founder of AiHello and Halzero AI, about how AI is transforming ecommerce, digital marketing, and the next generation of intelligent business automation. Ganesh shares insights from building AI-driven platforms that help businesses optimize advertising, scale operations, an...

What happens when AI agents start interacting directly with enterprise systems?

In this episode of XTraw AI, Raghu Banda speaks with Craig McLuckie, co creator of Kubernetes and Founder and CEO of Stacklok, about the emerging infrastructure required to safely deploy AI agents in real engineering and enterprise environments.

As AI moves beyond experimentation into production workflows, the focus shifts from simply building smarter mod...

What if AI could detect software defects before they ever reach production?

In the Season 18 kickoff of XTraw AI, host Raghu Banda sits down with Vasusen Patil, Co-Founder of Donobu, to explore how AI is transforming software testing and quality engineering.

• How AI is reshaping traditional test automation and helping enterprises improve release confidence

• The biggest quality challenges organizations face in modern DevOps and CI/CD...

What if the first three months of 2026 quietly changed the entire trajectory of AI?

In this Season 17 finale of XTraw AI, we step back to examine the biggest global signals shaping artificial intelligence across industries, governments, and technology ecosystems. From the rise of autonomous agents and the intensifying race for compute, to new governance frameworks and evolving AI business models, Q1 2026 revealed how quickly AI is b...

In this episode of XTraw AI, host Raghu Banda sits down with product leader Vinod Suresh to explore how artificial intelligence is reshaping modern products, customer experiences, and platform innovation at scale. From building AI-driven capabilities for millions of users to balancing innovation with responsible design, this conversation dives into the real-world challenges and opportunities of embedding AI into products and platfo...

As AI systems evolve from experimental prototypes to autonomous agents operating inside real enterprise environments, a critical question emerges: How do we ensure these systems remain transparent, accountable, and trustworthy?

In this episode of XTraw AI, host Raghu Banda sits down with Ran Aroussi, founder of MUXI and creator of widely adopted open source tools like yfinance, to explore what it truly takes to build production read...

What separates the 20% of AI projects that succeed from the 80% that quietly fail?

In this episode of XTraw AI, Raghu Banda sits down with Sebastian Chedal — founder of Fountain City and co-founder of TestFox.ai — to unpack the uncomfortable truth about enterprise AI.

With 25+ years leading digital transformation for global brands like Heineken, Sony Ericsson, Intuit, and OPI, Sebastian shares why AI failure isn’t a...

AI isn’t just changing how we work—it’s changing who holds power at work. In this short but impactful episode, Raghu Banda sits down with AI and innovation expert Sharon Gai to unpack what it really means to do more with less in an AI-driven economy.

In this episode, we explore:

• Why AI isn’t replacing jobs—but quietly slicing off tasks, and what humans should focus on instead

• How to move from being a ...

In this episode of XTraw AI, we go behind the scenes of live entertainment to explore how AI is reshaping ticketing, fraud prevention, and fan engagement at scale—powered by real-world festival experience and an AI-native platform mindset.

• How AI helps fight ticket scalping and fraud while improving trust across the ticketing flow

• What “AI-native” looks like in practice for live events, from data pipelines to re...

Who really controls AI in 2026 — the companies building it, the platforms deploying it, or the governments regulating it?
In this January 2026 AI News Round-Up, Raghu is joined by the XTraw AI Roundtable — Manjeet, Lukas, and Sesh — to unpack the signals that mattered most this month:

• The AI power shift: Massive infrastructure investments and compute concentration are redefining who can innovate at scale.

• Fro...

What does it really take to lead in the age of Generative AI — speed, perfection, or something else entirely?

In this XTraw AI thought leadership episode, Raghu Banda sits down with Anjali Kakkadp to explore what it means to be a GenAI Navigator in today’s fast-moving enterprise landscape.

In this episode, you’ll hear about:

• How leaders can move from perfection to progress — embracing iteration and executio...