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Investors Raise Bar for AI Companies Amid Market Correction

The era of easy AI funding has ended. Investors now demand proven value and deep industry expertise from AI companies, scrutinizing business models for sustainable growth.

7 October 2026
Investors Raise Bar for AI Companies Amid Market Correction

The landscape for artificial intelligence companies is shifting as investors move beyond hype to demand tangible value and defensible business models. Following a period in 2021 where AI startups could secure funding with minimal proof of concept, the market is now correcting. Many previously funded companies struggled with customer retention due to products offering generic functionalities or minor improvements on non-critical tasks.

Today, successful AI businesses are those that provide significant improvements to business-critical processes and possess deep domain expertise. Maor Farid, founder and CEO of Leo AI, emphasizes that the value proposition must justify the investment. Instead of marginal gains, companies need to demonstrate substantial time or cost savings, or entirely transform workflows. Access to proprietary customer data is also becoming a key differentiator.

Farid identifies three pillars for a defensible AI business: justifying investment through significant improvements, possessing deep industry knowledge, and leveraging proprietary customer context. This combination makes AI products indispensable and difficult for competitors to replicate, laying the groundwork for long-term success.

Upcoming AI IPOs are expected to bring increased scrutiny on business models, with public investors evaluating metrics like net revenue retention and gross margins. The standards set by the public market will likely influence private investment expectations. Companies that demonstrate clear, measurable value and deep integration into customer operations are poised to thrive in a more demanding investment climate.

Original source: news.crunchbase.com