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.

6 min read
Benedict Evans speaking on a stage.
a16z

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: A Commodity, Says Benedict Evans - a16z
Foundation Models: A Commodity, Says Benedict Evans — from a16z

Visual TL;DR. Foundation Models Mature leads to Commoditization. Commoditization causes Focus Shifts. Focus Shifts enables Application Development. Foundation Models Mature stated by Benedict Evans. Commoditization compared to Historical Parallels. Application Development results in Value Capture.

Related startups

  1. Foundation Models Mature: powerful AI models rapidly transitioning from novel research breakthroughs
  2. Commoditization: becoming accessible and underlying technology matures, shifting competitive advantage
  3. Focus Shifts: from owning the model itself to building innovative applications
  4. Application Development: creating services like email or web browsers on top of infrastructure
  5. Benedict Evans: renowned technology analyst sharing perspective on AI
  6. Historical Parallels: likened to internet and personal computer development
  7. Value Capture: companies focusing on services ultimately capture more value
Visual TL;DR
Visual TL;DR — startuphub.ai Foundation Models Mature leads to Commoditization. Commoditization causes Focus Shifts. Focus Shifts enables Application Development leads to causes enables Foundation Models Mature Commoditization Focus Shifts Application Development From startuphub.ai · The publishers behind this format
Visual TL;DR — startuphub.ai Foundation Models Mature leads to Commoditization. Commoditization causes Focus Shifts. Focus Shifts enables Application Development leads to causes enables Foundation ModelsMature Commoditization Focus Shifts ApplicationDevelopment From startuphub.ai · The publishers behind this format
Visual TL;DR — startuphub.ai Foundation Models Mature leads to Commoditization. Commoditization causes Focus Shifts. Focus Shifts enables Application Development leads to causes enables Foundation Models Mature powerful AI models rapidly transitioningfrom novel research breakthroughs Commoditization becoming accessible and underlyingtechnology matures, shifting competitiveadvantage Focus Shifts from owning the model itself to buildinginnovative applications Application Development creating services like email or webbrowsers on top of infrastructure From startuphub.ai · The publishers behind this format
Visual TL;DR — startuphub.ai Foundation Models Mature leads to Commoditization. Commoditization causes Focus Shifts. Focus Shifts enables Application Development leads to causes enables Foundation ModelsMature powerful AI modelsrapidlytransitioning from… Commoditization becoming accessibleand underlyingtechnology matures,… Focus Shifts from owning themodel itself tobuilding innovative… ApplicationDevelopment creating serviceslike email or webbrowsers on top of… From startuphub.ai · The publishers behind this format
Visual TL;DR — startuphub.ai Foundation Models Mature leads to Commoditization. Commoditization causes Focus Shifts. Focus Shifts enables Application Development. Foundation Models Mature stated by Benedict Evans. Commoditization compared to Historical Parallels. Application Development results in Value Capture leads to causes enables stated by compared to results in Foundation Models Mature powerful AI models rapidly transitioningfrom novel research breakthroughs Commoditization becoming accessible and underlyingtechnology matures, shifting competitiveadvantage Focus Shifts from owning the model itself to buildinginnovative applications Application Development creating services like email or webbrowsers on top of infrastructure Benedict Evans renowned technology analyst sharingperspective on AI Historical Parallels likened to internet and personal computerdevelopment Value Capture companies focusing on services ultimatelycapture more value From startuphub.ai · The publishers behind this format
Visual TL;DR — startuphub.ai Foundation Models Mature leads to Commoditization. Commoditization causes Focus Shifts. Focus Shifts enables Application Development. Foundation Models Mature stated by Benedict Evans. Commoditization compared to Historical Parallels. Application Development results in Value Capture leads to causes enables stated by compared to results in Foundation ModelsMature powerful AI modelsrapidlytransitioning from… Commoditization becoming accessibleand underlyingtechnology matures,… Focus Shifts from owning themodel itself tobuilding innovative… ApplicationDevelopment creating serviceslike email or webbrowsers on top of… Benedict Evans renowned technologyanalyst sharingperspective on AI HistoricalParallels likened to internetand personalcomputer… Value Capture companies focusingon servicesultimately capture… From startuphub.ai · The publishers behind this format

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.

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