The Man Behind the Curtain

The Pipe Doesn't Get Paid

Eighty-nine cents of every enterprise AI dollar now goes to a closed frontier model, up from 81 a year ago. David Sacks dropped that number on All-In this week and the room heard a coronation. Open source owns the downloads, the GitHub stars, the token counts — and it just fell from 19% of actual enterprise spend to 11%, while the closed labs climbed to 89. Follow the money and the frontier looks untouchable.

Read it that way and you'll misprice the whole board. 89% isn't the frontier winning the argument. It's the sound of ten thousand companies that want out and can't find the door. Sacks said it himself: the spirit is willing, the flesh is weak. Everybody would love to route the cheap work to a cheap model and save the expensive one for the jobs that earn it. The two companies he could name who actually pulled it off were Coinbase and DoorDash, because they built the plumbing themselves. Everyone else is still talking to the head, because the head at least answers.

Chamath threw the counterpunch from the same couch: those open-source jobs are "dark tokens." They run on your own hardware and bill as compute, not as lab revenue, so the 89% can't even see them. The scoreboard everyone's crowning the winner with is blind in one eye.

We've seen this movie. The phone carriers spent a decade and a fortune laying the fastest networks on earth, and Apple strolled in and kept the customer. AT&T became the dumb pipe, enormous and essential and paid like a water utility, while the company that owned the thing you actually touch every morning kept the margin. That's the cliff the frontier labs are standing on. Whoever owns the tool the enterprise opens daily — the harness that decides which model does what — owns the account. The model underneath is bandwidth.

And the industry knows it. The New Stack's headline this week was blunt: the harness is the product. OpenAI shipped ChatGPT Work days ago, straight into Slack and Salesforce. Every lab is racing to sell you the console. Here's the trap, and it's a beauty: a real router steers you off the labs' own fat-margin tokens toward the cheap ones. Build it well and you're voting for your own Thanksgiving. So watch one thing — whether OpenAI's harness actually routes you down, or just orchestrates you into staying premium. The one player who can route cheap without bleeding sells seats, not tokens. That's Cursor, and Cursor now belongs to SpaceX.

Stop staring at the head. Build the console, or be the pipe someone else plugs into.

At COAI today: the full Signal/Noise — why the "just route to open source" answer is right on paper and impossible in the building, and why the labs can't ship the fix without eating themselves — is live at getcoai.com.

Outsider Labs Advisory →

89%. That's the share of enterprise AI dollars now going to closed frontier models, up from 81% a year ago, even as open source runs away with the downloads and token counts. David Sacks put it plainly on All-In: the money says the opposite of the hype. But 89% isn't the frontier winning. It's the harness nobody's shipped yet — the man behind the curtain who'd let you route the cheap work to cheap models. Until he shows up, you keep paying the head.

Build or buy the routing layer while switching is still cheap. Coinbase and DoorDash beat the frontier bill by building middleware that sends easy work to cheap models and saves the frontier for jobs that earn it. Nobody sells that off the shelf yet. Pull your ten biggest AI workloads today and mark each one "frontier-worthy" or "route-down," so you own the switch before the invoice forces it.

Ask your harness vendor one question: does it route me down? OpenAI shipped ChatGPT Work this week and every lab is racing to sell you the orchestration layer. A real router sends the easy 80% to a Haiku-class model and pockets you the savings. A fake one orchestrates beautifully and keeps every task on premium. Make them show you the routing logic before you sign anything.

Position above the model, not on it. A frontier lab that routes you to cheaper models is cannibalizing its own token revenue, so it won't do it eagerly. The player selling seats instead of tokens — Cursor, now inside SpaceX — has the opposite incentive and owns the usage loop that compounds. If you're allocating, the value is climbing from the model to the console. Buy the console.

Monday, July 13

Where the cycle caught up to us this week.

The tape doesn't lie. We just read it early.

— Harry and Anthony

Sources: