Assertion certainty 4/5 debate potential 3/5

Bavor: Top engineers spend over $100K annually on AI tokens

Clay Bavor · Open Models vs Frontier Models: Who Actually Wins? | The $100K Token Budget Every Engineer Will Need · 20VC with Harry Stebbings · Jul 4, 2026 · at 22:52

Clay Bavor is co-founder of enterprise AI company Sierra. He discusses how top software engineers are using AI coding tools and incurring significant token expenditures.

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“I have heard and I have observed that top engineers who are really leaning in to cloud code codex and so on are spending more than a 100,000 dollars on a run rate basis on tokens per year.”

quote is from the automated transcript, cleaned for reading: filler sounds and stutters are removed, nothing is rephrased. names can be misheard (the analysis reads context, assessments check outside sources). how →

More from Clay Bavor

Disclosure
Sierra deliberately took lower valuations than offered in every funding round
“Every one of our rounds, we actually guided to and took a lower price than we could have.”
Clay Bavor Jul 4, 2026 ▶ 0:36 Open Models vs Frontier Models: Who Actually Wins? | The $100K Token Budget Every Engineer Will Need · 20VC with Harry Stebbings
Insight
Bavor: Pre-training foundation models is economically unviable for most startups
“The capital expense the ongoing capital expense to create what is effectively a highly perishable bag of floating point numbers just doesn't work. Just doesn't work for any, but a small number of companies.”
Clay Bavor Jul 4, 2026 ▶ 6:13 Open Models vs Frontier Models: Who Actually Wins? | The $100K Token Budget Every Engineer Will Need · 20VC with Harry Stebbings
Insight
Bavor: US AI labs avoid open-weights models to protect frontier pricing
“I think if you have the US based labs and hyperscalers developing the frontier models. There's an obvious, you know, like, are they going to compete with themselves and drive, you know, price pressure on the frontier models by, you know, developing and releasi…”
Clay Bavor Jul 4, 2026 ▶ 15:23 Open Models vs Frontier Models: Who Actually Wins? | The $100K Token Budget Every Engineer Will Need · 20VC with Harry Stebbings
Assertion Not checkable as stated
Sierra engineers report 3x to 20x productivity boost from AI agents
“We have software engineers who are completely AI-pilled and using Cloud Code, Codex, our own internal agent we call Pinecone that we used to run much of the company on, and they estimate they are between three and 20 times more productive in terms of features …”
Clay Bavor Jul 4, 2026 ▶ 16:50 Open Models vs Frontier Models: Who Actually Wins? | The $100K Token Budget Every Engineer Will Need · 20VC with Harry Stebbings
Prediction Open · timeframe Jul 2031
Bavor: AI token spend will reach 20% of software developer salaries
“I would not bet on 3.8%. I would bet on much closer to 20%. In software engineering, the gains, to me, seem unequivocally there.”
Clay Bavor Jul 4, 2026 ▶ 25:31 Open Models vs Frontier Models: Who Actually Wins? | The $100K Token Budget Every Engineer Will Need · 20VC with Harry Stebbings
Prediction Not checkable as stated
Bavor: Enterprise AI will be a duopoly with Sierra in the lead
“My hunch is it will be more like an Uber lift market. And we obviously think we're in the pole position to be the bigger of those two.”
Clay Bavor Jul 4, 2026 ▶ 29:42 Open Models vs Frontier Models: Who Actually Wins? | The $100K Token Budget Every Engineer Will Need · 20VC with Harry Stebbings
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