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How AI changes the math for startups, according to a Microsoft VP

February 12, 2026
5 min
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By ZadeNor AI Team
How AI changes the math for startups, according to a Microsoft VP

How AI changes the math for startups, according to a Microsoft VP

The AI Revolution: How Microsoft's Foundry System is Changing the Math for Startups

As the world grapples with the rapid advancements in artificial intelligence (AI), one thing is clear: the technology is having a profound impact on various industries, including the startup ecosystem. In an exclusive interview with Amanda Silver, Corporate Vice President at Microsoft's CoreAI division, we delved into the current capabilities of enterprise agents and how they are poised to revolutionize the way startups operate.

A Watershed Moment for Startups

Silver, who has been working with developers for 24 years, believes that the move to AI is as significant as the shift to the public cloud. "The cloud had a huge impact for startups because it meant that they no longer needed to have the real estate space to host their racks, and they didn't need to spend as much money on the capital infusion of getting the hardware to be hosted in their labs and things like that," she explained. "Everything became cheaper."

Similarly, AI is set to reduce the overall cost of software operations again, as many of the jobs involved in standing up a new venture can be done faster and cheaper with AI agents. This, in turn, is expected to lead to more ventures and more startups launching, with higher-valuation startups having fewer people at the helm.

Practical Applications of AI in Startups

So, what does this look like in practice? Silver highlighted two examples: multistep agents and live-site operations. Multistep agents are becoming increasingly used across various coding tasks, such as maintaining a codebase by staying current with the latest versions of libraries. These agents can reason over the entire codebase and bring it up to date much more easily, with a 70% or 80% reduction in time.

Live-site operations is another area where AI is making a significant impact. With the help of genetic systems, developers can now diagnose and mitigate issues that come up in live-site operations, reducing the average time it takes for an incident to be resolved.

Challenges in Implementing AI

Despite the potential benefits of AI, Silver acknowledged that there are challenges in implementing these systems. One of the main stumbling blocks is not knowing what the purpose of the agent should be. "There's a culture change that has to happen in how people build these systems," she said. "What is the business use case that they are trying to solve for? What are they trying to achieve?"

Silver also emphasized the importance of clear-eyed thinking about what the definition of success is for this agent and what data is being given to the agent so that it can reason over how to go accomplish this particular task.

Human-in-the-Loop Scenarios

Another challenge in implementing AI is the need for human oversight. Silver highlighted the example of package returns, where computer vision models are getting so good that in many cases, human oversight is no longer needed. However, there will still be some cases that are borderline, where maybe the computer vision is not yet good enough to make a call, and maybe there's an escalation.

Forward-Looking Thoughts

As we look to the future, it's clear that AI is set to revolutionize the way startups operate. With the help of agents like those developed by Microsoft's Foundry system, startups can reduce costs, increase efficiency, and focus on what matters most: innovation and growth.

As Silver noted, "The first signs of burnout are coming from the people who embrace AI the most." This is a testament to the fact that AI is not just a tool, but a way of thinking. It's a way of approaching problems and finding solutions that was previously unimaginable.

In conclusion, the AI revolution is here, and it's changing the math for startups. With the help of agents like those developed by Microsoft's Foundry system, startups can unlock new levels of efficiency, productivity, and innovation. As we look to the future, it's clear that AI is set to play an increasingly important role in the startup ecosystem.


Source: https://techcrunch.com/2026/02/11/how-ai-changes-the-math-for-startups-according-to-a-microsoft-vp/

About the Author

ZadeNor AI Team is a leading expert in AI, contributing to cutting-edge research and development in the field.