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From Reporting to Reasoning: How AI Is Rewriting the Rules of Data App Development

Thank you to our sponsor, Plotly, for making this ebook possible.

There was a time when building a clean, insightful report felt like the pinnacle of data work. Get the KPIs right, add a few compelling visualizations, and you’d have a deliverable that could drive decisions and earn buy-in.

But the bar has moved.

Today, static reports and post-hoc summaries don’t go far enough. Business questions evolve in real time. Stakeholders expect systems that offer context and recommendations. Data science has outgrown the tooling that was designed to wrap up analysis, and it needs tools that can stay in the loop.

According to Gartner, agentic AI is the top technology trend in 2025 and by 2028, 33% of enterprise software applications will include agentic AI, driving automation, personalization, and the intelligent orchestration of business processes. The coming years are poised to be defined by agentic interfaces, conversational exploration, and vibe coding workflows that shorten the path from prompt to production.

To help you navigate this shift, we’ve released our first ebook: How AI Is Shaping the Future of Data App Development: From Charts to Chatbots and Beyond.

What you’ll learn

This ebook provides valuable insight into:

  • Agentic interfaces: Tools that can observe, plan, and act, not just respond
  • Generative workflows: How AI scaffolds full apps from intent
  • Conversational UI: Interfaces that engage ambiguity and guide reasoning
  • Vibe coding: A prompt-driven development style that bridges idea and implementation
  • Secure foundations: Enterprise-grade controls and authentication built in

It explores how AI-native tools are collapsing feedback loops, reducing dependencies, and giving data scientists more control over the full lifecycle from prototype to production.

Why it matters

Being able to explain “what happened” just isn’t enough. Data teams are being asked to build tools that help stakeholders understand why something happened, what might happen next, and what to do about it. The platforms that support that kind of thinking are evolving fast, and we want to help you stay ahead of the curve.

This ebook is your roadmap to building intelligent data apps that surface dynamic insights and adapt in real time, all within a secure, Python-native environment.

Get your free copy today!

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