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Home » How AI startups should be thinking about product-market fit
Technology

How AI startups should be thinking about product-market fit

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Last updated: 2025/11/12 at 5:07 PM
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Artificial intelligence (AI) startups are redefining the concept of product-market fit, a crucial milestone for any startup. According to industry experts, achieving product-market fit in the AI space requires a different approach than traditional startups. At TechCrunch Disrupt in San Francisco, venture capitalists Ann Bordetsky and Murali Joshi shared their insights on how AI startups can evaluate their product-market fit.

The rapidly evolving nature of AI technology makes it challenging for startups to determine when they have achieved product-market fit. “The technology itself isn’t static,” Bordetsky said, highlighting the need for AI startups to adapt to changing market conditions. As a result, traditional metrics and playbooks may not be effective in the AI space.

Evaluating Product-Market Fit in AI Startups

To assess product-market fit, AI startups can focus on the durability of spend, according to Joshi. Many companies are still in the experimental phase of AI adoption, and their spending is focused on testing rather than integration. “Increasingly, we’re seeing people really shift away from just experimental AI budgets to core office of the CXO budgets,” Joshi said.

In addition to durability of spend, classic metrics such as daily, weekly, and monthly active users can provide valuable insights. Joshi suggested that startups consider how frequently their customers are engaging with their product. Bordetsky agreed, adding that qualitative data can help provide nuance to quantitative metrics. “If you talk to customers or users, even in qualitative interviews, that comes through very clearly,” she said.

Strategies for Achieving Product-Market Fit

To strengthen their product-market fit, AI startups can focus on integrating their solutions into their customers’ core workflows. Joshi suggested that startups ask their customers where their product sits in their tech stack and think about how they can make themselves “more sticky as a product in terms of the core workflows.” Additionally, Bordetsky emphasized the importance of thinking about product-market fit as a continuum, rather than a single point in time.

“Product-market fit is not sort of one point in time,” Bordetsky said. “It’s learning to think about how you maybe start with a little bit of product market fit in your space, but then really strengthen that over time.” By adopting this mindset, AI startups can continue to refine their product-market fit and improve their chances of long-term success.

As the AI landscape continues to evolve, it remains to be seen how startups will adapt to changing market conditions. Industry experts will be watching to see how AI startups navigate the challenges of achieving product-market fit, and how they will continue to innovate and improve their offerings.

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News Room November 12, 2025
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