Briefing: Open CloseAI

Published: May 3, 2026 | Source: ejsays.com | Author: E. J. Original article: https://posts.ejsays.com/open-closeai/

Core claim: OpenAI has been raising money faster than it has been solving its own governance. Every round of funding attached itself to an unresolved structural problem — the nonprofit-to-for-profit conversion — with compounding interest. The math is getting harder to make work.

Disclaimer (author's note): The author states explicitly that this article is pure speculation for analytical purposes. It is the reader's responsibility to distinguish reliable sources from unreliable ones, and sound logic from crappy ones.

Part 1 — The Architecture Problem: OpenAI started as a nonprofit, became a capped-profit company, and has been attempting a full for-profit conversion for years. SoftBank's $40B round came with a condition: complete the conversion by year-end, or the check gets cut to $20B. Elon Musk's acquisition offer — rejected — forced Altman to justify a higher valuation to investors. The higher the valuation, the harder the conversion becomes: the gap between the nonprofit's original assets and the current for-profit valuation must be legally accounted for. The author predicted in May 2023 that OpenAI's terms with Microsoft revealed "extreme fragility — either worried about the future, or desperately short of money, or both."

Part 2 — The Developer Problem: OpenAI came from a research lab. The models are impressive. The developer experience has been a recurring headache. The gap between what the API can do and what it takes to deploy in production is where the problem lives. Claude Code, Cursor, and Gemini have been taking share — not because their models are necessarily better on every benchmark, but because the developer experience is more considered. Product judgment failures: ChatGPT called users by their name before they provided it. The Oracle that doesn't know what time it is.

Part 3 — The Microsoft Situation:

The author called Microsoft "大冤种" (the big sucker in the room) in 2023 when the AGI clause became known. Also noted: if OpenAI were close to AGI, they would not have sold at those terms. The Louisiana Purchase logic — France sold because they didn't know what they had and needed money. Same question applies to Sam Altman selling.

Part 4 — The Scaling and GPT-5 Problem:

Part 5 — Where Is the Next Story Coming From:

The author's signal: if OpenAI signs with AWS, it indicates Microsoft is no longer enough. A new anchor means the old anchor is watching from a different seat. That deal just happened.

The name: OpenAI chose its name in 2015 — research should be open, AGI should benefit all of humanity. Eleven years later: research largely closed, governance unresolved, developer community going elsewhere, flagship model disappointed, next $207B has no clear source.

Author's conclusion: Not rooting against them. Just doing the math. The math is getting harder to make work.

OpenAI Financial Indicators

Funding Timeline and Structural Problem