Author: Sagar Nikam
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What is an AI POC and Why It Matters

In general software development, a Proof of Concept (POC) is a small-scale exercise to test whether a proposed idea or system is feasible — technically, economically, or organisationally — before committing to full-scale development. As a AI Poduct Manager, ll the key decisions like AI as a Product or AI as a Features starts from Read more
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Azure Shatters the Million-Token Barrier: What Microsoft’s New AI Superpower Means for You

A New Speed Record for the AI Era In the world of Artificial Intelligence, speed is everything. It determines how quickly your chatbot responds, how fast code is suggested, and ultimately, how powerful and user-friendly an AI service can be. Today, Microsoft Azure, in partnership with NVIDIA, has just raised the bar—dramatically. The new Azure Read more
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Join the 5-Week AI PM Course to Build Your Job-Ready Product Portfolio

The AI Product Management Mastery Cohort is a 5-week immersive, project-based program that helps you gain the practical skills, portfolio, and confidence to transition into high-impact AI Product roles. This isn’t another theory-heavy course — it’s a hands-on learning experience where you’ll build real AI product prototypes, define data-driven roadmaps, and publish your AI Product Read more
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Product Faculty AI PM: $2K Investment or Overhyped Certification? [Expert Review]
![Product Faculty AI PM: $2K Investment or Overhyped Certification? [Expert Review]](https://aiandproduct.com/wp-content/uploads/2025/10/AI-PM-Certification-Youtube-Thumbnail-4.png)
The barrier to entry for AI Product Management (AI PM) roles is constantly rising, leading to a crowded market of certifications. Among the most popular—and expensive—is the Product Faculty AI PM course, which typically costs upwards of $2,000. As someone who transitioned from a data analyst to an AI Product Leader and has mentored over Read more
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AI Product Manager Explained: Skills, Salary & What You’ll Do

Learn what an AI Product Manager does, required skills, day‑to‑day tasks, career path, and salary ranges—plus strategic tips from someone building in this space. In the era of generative AI and agentic tools, AI Product Managers are rising as critical players in tech teams. They bridge the gap between data science, engineering, user experience, and Read more
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AI as a Feature vs AI as a Product: What Leaders Must Know

Imagine you lead development of a SaaS tool and the board asks: “Can we just add a chatbot?” You might say yes — but is that really building an AI product? Or just bolting on a feature?In today’s AI arms race, many organizations conflate AI as a feature and AI as a product. The difference Read more
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Data-Driven vs Data-Informed vs Data-Augmented: What They Really Mean

From banks to hospitals to government agencies, every organisation wants to make smarter, faster decisions by leveraging data. Terms like data-driven, data-informed and data-augmented often get used interchangeably — but they’re not the same. If you’re unsure how these approaches differ and when to use each one, this guide breaks down the nuances of modern Read more
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Key Skills Every Successful Data Product Manager Needs in 2025

In today’s data-driven business landscape, data product managers turn raw data into valuable products and insights. They bridge technical teams and business stakeholders to ensure data products align with organisational goals and customer needs. But what exactly are the key skills required to become a successful data product manager? Let’s break them down. 1) Technical Read more
