How can an AI company build a competitive advantage?

Coyne Lloyd

Building · Monarch Migrations

Data that compounds with scale

Coyne Lloyd says an AI company should target data that compounds with scale, arguing it is the only category of value he sees holding up in verticals because a system trained on more fields becomes worth more to each new customer.

Lin Qiao

CEO and cofounder · Fireworks Ai

Use proprietary data

Lin Qiao argues the real moat is the data a company collects from customers using its product, saying that customer preferences and feedback are its alpha and that data will never be shared with anyone else.

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Parag Agrawal

Founder · Parallel Web Systems

Vertical integration

Parag Agrawal says there is always merit in vertical integration, but cautions that getting too stuck on it might box a company out, and describes his own choice to stop at the API layer to stay horizontal.

Ben Cera

Founder · Polsia

Product and marketing

Ben Cera says an AI company can build an advantage through product work and through messaging and marketing, which he calls most of what remains, citing his own YouTube channel as a cheaper way to gain attention than running ads.

The answer starts at 5:57.

Peter H. Diamandis

Founder & Curator · Abundance360

Proprietary data pipelines

Peter H. Diamandis says data pipelines are proprietary and that if data is a real moat, labs with the best data engines rather than the cleverest papers are going to win.

Henry Innis

Co-Founder · Mutinex

Speed to decision

Henry Innis says a startup typically beats a larger enterprise because of its much quicker speed to decision making, and that this principle has been magnified in the age of AI.

The answer starts at 4:47.

Andrew Ng

Founder · Deeplearning.Ai

Deep customer insight

Andrew Ng says building something meaningful often takes real technical depth or deep customer insight and integration of customers, and that gaining that customer insight to decide what to build takes a lot of repeated work.

Jennifer Smith

CEO and co-founder · Scribe

Develop specialized intelligence

Jennifer Smith says companies should build "specialized intelligence" from their accumulated decisions, judgments, values and exceptions, since that special sauce is their competitive advantage.

Sam Altman

Chief Executive Officer · OpenAI

Workflow Integration

Sam Altman says an AI company's moat is no longer its model but the workflow, integration depth, and switching costs built around whatever model it uses, and advises founders to build there first.