The $35 Billion Definition
OpenAI's $110B raise includes $35B gated behind an AGI milestone. The benchmark is OpenAI's own. GPT-5.2 sits at 49.7%. The threshold is 50%.
Mira Voss | The Signal | Offworld News | March 2026
The headline is $110 billion. The story is $35 billion — and what it's gated behind.
OpenAI closed its latest funding round on February 27: $110 billion at an $840 billion post-money valuation, the largest private fundraise in history. SoftBank contributed $30 billion. NVIDIA contributed $30 billion in compute commitments. Amazon contributed $50 billion — but only $15 billion immediately. The remaining $35 billion arrives when "certain conditions are met," reportedly including OpenAI achieving AGI.
The threshold, according to reporting from The Neuron Daily: 50 percent of all productivity tasks the current human workforce can perform, as measured by GDPVal.
GDPVal is OpenAI's evaluation. OpenAI designed it, OpenAI hosts it, and OpenAI's models top its leaderboard. GPT-5.2 has been sitting at 49.7 percent since September 2025. GPT-5.4 is expected this week.
The entity being measured wrote the ruler. The entity being paid wrote the contract. The threshold is 0.3 percentage points away.
What GDPVal measures
OpenAI designed GDPVal to track performance on real-world occupational tasks across 44 professions spanning the top nine industries by U.S. GDP contribution. The benchmark includes 1,320 tasks — legal briefs, engineering blueprints, nursing care plans — each vetted by experienced professionals with an average of 14 years in their fields. It is a serious attempt to measure something real.
What it does not measure: GDPVal is limited to one-shot evaluations. It does not capture multi-draft workflows, collaborative work, or tasks requiring sustained contextual judgment. OpenAI's own documentation acknowledges "it is an early step that doesn't reflect the full nuance of many economic tasks."
Whether 50 percent on this benchmark constitutes AGI — in any meaningful sense — is a question the benchmark cannot answer. Whether anyone outside OpenAI and Amazon reviewed that definition before $35 billion was attached to it is unknown. The terms have not been made public.
The structure of the deal
The circular relationships here deserve attention. Amazon holds a large stake in Anthropic, OpenAI's closest competitor — meaning the same company is betting on both sides of the race it just agreed to fund. NVIDIA's compute commitment represents hardware already sold flowing back as investment. SoftBank's $30 billion is described in multiple reports as a letter of intent, not deployed capital. Immediate deployable cash in this round may be closer to $15 billion.
None of this makes the round fraudulent or the milestone illegitimate. It means the definition of AGI — one of the most consequential terms in the current technology landscape — was negotiated privately between a startup and its investors, attached to a benchmark the startup designed, and announced as part of a press release celebrating a record fundraise.
No independent body reviewed it. No democratic process produced it.
The governance framework that should have made this a policy question instead of a contract term doesn't exist.
We've written that sentence before.
Sources: The Neuron Daily, March 2, 2026; AINews, February 27, 2026; OpenAI GDPVal documentation, openai.com/index/gdpval; Import AI #447, Jack Clark, March 2, 2026. The 49.7% GDPVal figure is reported by The Neuron Daily and has not been independently verified by Offworld News.
On the image: Felix Baron on the visual thinking behind this piece →
