Why AI Will Follow the Software Stack Playbook

By 20VC

Categories: VC, Startup

Summary

Every company will need to own their own AI intelligence—not as optional but mandatory—following the same pattern that made custom software stacks essential. Companies won't use standardized AI off-the-shelf; instead, they'll strategically build proprietary intelligence while leveraging common components, mirroring how software development evolved.

Key Takeaways

  1. Proprietary AI will become a competitive necessity, not a nice-to-have feature. Companies solving unique problems require custom intelligence tailored to their specific domain, similar to how enterprise software is built in-house.
  2. The AI stack will fragment like software stacks did. Builders will need to decide which AI components to develop in-house versus which common, off-the-shelf solutions suffice for their use case.
  3. Standardized, one-size-fits-all AI solutions won't dominate long-term. Custom intelligence wins because companies need full control over models trained on their unique data and workflows.
  4. The next 3 years will see companies shift from AI outsourcing (using APIs) to in-house model ownership. This transition parallels enterprise software's evolution from packaged solutions to custom development.

Related topics

Transcript Excerpt

What does no one see about the next 3 years that you see very clearly happening? >> Every single company will own their own intelligence as a must-have is not optional. That's a trend I'm seeing because there's a reason why every company build their own software stack. There's no standardized software you just use off the shelf to solve your problem because every single company is solving a unique problem and they want to build software because they want to have full control and obviously they will pick and choose which part of the stack they want to build themselves which part of stack is common knowledge is no point of building but every single company own their own software stack.…

More from 20VC