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Devenshu Mishra
Devenshu Mishra

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Building AI + IoT Startups: Why Execution Matters More Than Just Ideas

AI and IoT are changing the way industries operate — think predictive maintenance on factory floors, or real-time tracking that keeps supply chains moving smoothly. The technology itself is genuinely powerful. But turning that technology into a successful startup? That's a whole different challenge.
Here's what a lot of founders don't realize until they're in the thick of it: the idea is just the starting line. The real work is product validation, getting access to the right industry players, understanding what customers actually need, and building infrastructure that can scale. It's this stretch — after the initial spark but before real traction — where a lot of promising AI startups stall out.
That's part of why the venture studio model has been picking up steam. Rather than just writing a check and stepping back, venture studios get hands-on — bringing technical resources, product strategy, and industry know-how into the process from day one.
A good example of this approach is Aperture Venture Studio(https://apertureventurestudio.com/), which is focused on building AI and IoT ventures specifically for industrial applications.
The bigger takeaway here: ideas alone don't win anymore. Execution does. The startups that make it will be the ones who can move fast from technology to real-world adoption.

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