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OpenAI cut Luna 80% but left Sol untouched: which pricing tier should my product's margin sit on?

Asked by:创始人·LLM 应用 CEO · Judged · 张倩 Cynthia Zhang · FutureX Capital

Do not park your margin on the mid-tier price spread, and do not park it on "the top tier never gets cut" either, because that is no longer the standing conclusion. ENTRY 118 recorded on 7/30 that Luna fell 80% while Sol was untouched; VentureBeat reported that on 9/22 GPT-6 Sol's list price was halved to $2/$10.

Judgment

The mainstream read the cut as a price war. The diary read it as a tiered price list: the bottom commoditizes faster, the top holds price and charges extra for speed, and the middle is squeezed hardest. The top-tier half of that call is now being tested by its own falsification clause, so margin has to come from your own architecture, not from an upstream tier staying expensive.

Facts

OpenAI repriced the GPT-5.6 family three weeks after launch: Luna down 80%, Terra down 20%, Sol unchanged. As reported by VentureBeat on 9/22: GPT-6 Sol at $2/$10 versus $4/$20 for the prior generation; ENTRY 118 had recorded a prior price of $5/$30 on 7/30, and the diary did not track the adjustment in between. In May Anthropic moved to API-rate billing, and effective capacity for some workflows fell 25x (community estimate, single source, not confirmed by the company).

What to do

For founders: recompute model-call cost at zero subsidy now, and if margin does not hold, change the architecture with caching, pushing work down to small models, and keeping the expensive model only at decision points. For investors: in diligence, recompute unit economics at actual API prices and watch whether the top tier follows the cuts.

Falsifier (verbatim from the diary footnote)

ENTRY 118: if the top-tier model is also cut within three months, "top tier collects rent" is falsified. ENTRY 58: if Anthropic later restores shared subscription-pool access or offers an equivalent subsidy, the "end of subsidy" call must be withdrawn
Ledger status:ENTRY 118「分层定价、顶层收租」台账 ⏳ 进行中:ENTRY 136 记 9/22 GPT-6 Sol 标价减半(报道口径),正被三个月证伪口敲门,台账尚未裁定;ENTRY 58「明码标价」✓ 已验证。
Disclosure: This diary is written and verified with Claude; discount any judgment about Anthropic, favourable or not; FutureX Capital does not, on publicly available information, hold the companies discussed here.
Source entries:ENTRY 118 · OpenAI 降价 80% 的正确读法,是看它没降的那一层——这不是价格战,是一张分层定价表;而给美国智能定价的,正在变成中国模型 · ENTRY 58 · Anthropic 把 OpenClaw 又放回来了——但这次"自助餐"明码标价 · ENTRY 136 · 算力商开始用股权买客户:Akamai 给 Anthropic 5% 认股权证
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Topic pages:OpenAI · GPT · Anthropic · Claude · Model pricing · caching · token economics