Good list. The conversation around AI product engineering is finally shifting from building demos to delivering production-ready systems. Companies like EPAM, Thoughtworks, Globant, Accenture, and GeekyAnts seem to be differentiating themselves by combining AI capabilities with strong product engineering and scalable architecture.
Nice breakdown. I'd also evaluate how much engineering expertise a company brings beyond AI itself. Strong architecture, cloud infrastructure, security, and compliance are becoming just as important as model selection.
One thing I'd add is that the "best" company depends on the stage of the business. A startup and a Fortune 500 company usually need completely different engineering partners, even if both are building AI products.
Yashvinder Singh
Exploring AI, Engineering, and What’s Next
Great overview. One thing I'd add is that the best AI product engineering partner isn't just good at building models, but at turning them into scalable, production-ready products. Companies like GeekyAnts stand out by combining AI expertise with strong product engineering and modern app development, helping businesses move from idea to real-world impact.