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A guide to AI prototyping for product managers

Lenny Rachitsky

One of the key differentiators among the various cloud development environments is hosting. Its differentiation comes from its integrations with other popular tools. GitHub Copilot is more popular in enterprise environments, as it comes from a trusted vendor, Microsoft. It’s the newest of the bunch.

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Positioning in the Age of AI: What Founders Need to Know

Business of Software Conference

AI Is Not a Differentiator April made it clear: saying you use AI doesn’t set you apart anymore. “I don’t think that saying you’re taking advantage of AI is differentiating at all,” April said. So while AI may not differentiate you, it might still be essential to your sales pitch.

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How Companies Are Funding User Research in 2025: Insights from the User Interviews Research Budget Report

DevelopmentCorporate

Meanwhile, for enterprises with deeper pockets, investing over $500K annually in user research has become a competitive advantage particularly in fast-moving industries like fintech, SaaS, or e-commerce. Leaders who recognize this are betting on research to drive differentiation in a crowded market.

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Ravi Mehta’s AI Strategy Surveys: Build AI That Fits, Flows, and Wins

Usersnap

Building strategic advantage : Is your AI differentiated, sticky, and grounded in proprietary data? It’s about: Solving real user problems : Does artificial intelligence fix something painful enough? Fitting into actual workflows : Will users adopt it, or bypass it?

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Are you ready to transform life sciences with intelligent apps? Five questions to help kickstart your AI journey

Modus Create

Implementing an enterprise AI project involves capital investment and various operating costs that should be evaluated before launching any initiative. At a minimum, enterprise-grade intelligent apps require a data scientist, AI/ML engineer, and MLOps engineer. Have you completed a thorough cost analysis?

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Ask the Community: What Do You Do When You Inherit a Giant Product Backlog?

Product Talk

Teresa’s Take: Differentiate Between Using Your Backlog as a Historical Record and a Source of Ideas for What to Build Next Next, Teresa weighed in with her take. She said she’d recommend using a Teams or Enterprise account so they don’t use your data for training purposes. Google will be able to tell you more options.

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Top Product Manager Roles at Data-Driven Companies (+Candidate Spotlight)

Userpilot

As one of the newest entrants in the Connected TV advertising space thats rapidly growing, they seek to build unique value propositions that differentiate Netflix from other ad-supported streaming services. Those with experience in enterprise-level AI platforms. Who would be the best fit for this job? Android-first PMs.