# Foundation Models: A Commodity, Says Benedict Evans
_Tech analyst Benedict Evans argues that foundation models are becoming commoditized, shifting the focus from model ownership to application development._
**Published:** 2026-06-04
**Source:** https://www.startuphub.ai/ai-news/artificial-intelligence/2026/foundation-models-a-commodity-says-benedict-evans
---
In a recent discussion on The a16z Show, renowned technology analyst Benedict Evans shared his perspective on the current state of artificial intelligence, specifically focusing on the concept of foundation models. Evans posited that these powerful AI models are rapidly transitioning from novel research breakthroughs to becoming a commodity, a trend he likened to the historical development of critical technological infrastructure like the internet and personal computers.

Foundation Models MatureDriver

powerful AI models rapidly transitioning from novel research breakthroughsFrom the article 3 mentionsEvans elaborated on this point, suggesting that as foundation models become more accessible and their underlying technology matures, the competitive advantage will shift from owning the model itself to building innovative applications and services on top of them.CommoditizationContextbecoming accessible and underlying technology matures, shifting competitive advantageBenedict EvansCoreFrom the article 6 mentionsIn a recent discussion on The a16z Show, renowned technology analyst Benedict Evans shared his perspective on the current state of artificial intelligence, specifically focusing on the concept of foundation models.Focus ShiftsOutcomeFrom the articleEvans elaborated on this point, suggesting that as foundation models become more accessible and their underlying technology matures, the competitive advantage will shift from owning the model itself to building innovative applications and services on top of them.Historical ParallelsContextlikened to internet and personal computer developmentFrom the article 2 mentionsHe drew parallels to the early days of the internet, where companies that focused on creating services like email or web browsers, rather than just building the internet infrastructure, ultimately captured more value.enablesApplication DevelopmentEffectcreating services like email or web browsers on top of infrastructureFrom the article 3 mentionsThe conversation also touched upon the rapid pace of AI development and the challenges of predicting future breakthroughs and their ultimate applications.results inValue CaptureOutcomecompanies focusing on services ultimately capture more valueFrom the article 2 mentionsEvans emphasized that while the underlying technology is impressive, its true impact will be realized through the ingenuity of developers and entrepreneurs who can translate its capabilities into tangible value for users.

## The Commoditization of Foundation Models

Evans elaborated on this point, suggesting that as foundation models become more accessible and their underlying technology matures, the competitive advantage will shift from owning the model itself to building innovative applications and services on top of them. He drew parallels to the early days of the internet, where companies that focused on creating services like email or web browsers, rather than just building the internet infrastructure, ultimately captured more value.

## Shifting Focus to Applications

The implication for startups and the broader technology landscape, according to Evans, is a need to look beyond the foundational AI models themselves and concentrate on identifying unique use cases and user needs that can be addressed with this new technology. This means moving from the "what can AI do?" phase to the "what problems can AI solve for me?" phase. He highlighted that the real innovation will lie in how these models are integrated into existing workflows or used to create entirely new experiences and efficiencies.

## The Future of AI Development

Evans’s perspective suggests a future where the barrier to entry for AI-powered products will lower significantly. Startups will be able to leverage readily available foundation models, much like developers today use cloud infrastructure or open-source software, to build and iterate on their ideas rapidly. This democratization of AI capabilities will likely foster a surge of creativity and entrepreneurship across various sectors.

The conversation also touched upon the rapid pace of AI development and the challenges of predicting future breakthroughs and their ultimate applications. Evans emphasized that while the underlying technology is impressive, its true impact will be realized through the ingenuity of developers and entrepreneurs who can translate its capabilities into tangible value for users.
---
Original analysis from [startuphub.ai](https://www.startuphub.ai), the #1 AI startup directory.