Ai Product Management

Why Your AI Search Evaluation Is Probably Flawed (And The right way to Fix It)

for nearly a decade, and I’m often asked, “How will we know if our current AI setup is optimized?” The honest answer? A number of testing. Clear benchmarks help you measure improvements, compare...

Stop Tuning Hyperparameters. Start Tuning Your Problem.

. You’re three weeks right into a churn prediction model, hunched over a laptop, watching a Bayesian optimization sweep crawl through its 2 hundredth trial. The validation AUC ticks from 0.847 to 0.849. You...

Escaping the Prototype Mirage: Why Enterprise AI Stalls

has fundamentally modified within the GenAI era. With the ubiquity of vibe coding tools and agent-first IDEs like Google’s Antigravity, developing recent applications has never been faster. Further, the powerful concepts inspired by...

Donkeys, Not Unicorns

There has never been a greater time to be an AI engineer. In the event you mix technical chops with a way of product design and a keen eye for automation, you would possibly...

Advance Planning for AI Project Evaluation

to seek out in businesses right away — there's a proposed product or feature that may involve using AI, akin to an LLM-based agent, and discussions begin about methods to scope the project...

Iron Triangles: Powerful Tools for Analyzing Trade-Offs in AI Product Development

and operating AI products involves making trade-offs. For instance, a higher-quality product may take more time and resources to construct, while complex inference calls could also be slower and costlier. These trade-offs are...

Do You Smell That? Hidden Technical Debt in AI Development

“smell” them at first. In practice, code smells are warning signs that suggest future problems. The code may match today, but its structure hints that it is going to change into hard to...

Understanding the Generative AI User

in some interesting conversations recently about designing LLM-based tools for end users, and one in every of the vital product design questions that this brings up is “what do people find out about...

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