Claude Opus 5.5, GPT-6 Sol, GPT-6 Luna, and a new price war
https://simonwillison.net/2026/Sep/22/opus-and-sol-and-luna/📌 【Anthropic / OpenAI 同日發布】Opus 5.5 對決 GPT-6:輸出價砍半才是新常態
TL;DR:Claude Opus 5.5 與 GPT-6 Sol/Luna 同日發布,價格戰全面升溫,工程師該重新盤點模型選型。
短短一天內,Anthropic 和 OpenAI 前後腳發布新模型,真正讓人意外的不是效能,而是價格砍到讓 Grok 原本的「破壞式定價」瞬間變成了主流水準。
🤔 背景:一天內三場發布
Simon Willison 在文章中提到,前一天是 Grok 4.7 與 MiMo v2.6 Flash/Pro 發布(他一如既往用「畫一隻騎腳踏車的鵜鶘 SVG」測試各家模型)。今天 Anthropic 發布了 Claude Opus 5.5,大約一小時後 OpenAI 接著發布 GPT-6 Sol 與 GPT-6 Luna。
📊 價格全面下砍:Luna 只要對手的十分之一
作者指出,GPT-5.6 Luna 原本就是他最愛用來建構應用的模型,因為效能好又便宜,而 GPT-6 Luna 的價格是 GPT-5.6 Luna 的一半,只要 $0.10/$0.50(每百萬 token 輸入/輸出);GPT-6 Sol 相對 GPT-5.6 Sol 也有類似幅度的降價。值得注意的是,GPT-5.6 系列原本 11 月就要漲價 25%,所以 GPT-6 的價格等於是那波促銷價再打五折。作者也提到,GPT-5.6 Terra 現在跟 GPT-6 Sol 同價,讓人找不到理由繼續用 Terra。
Grok 4.7 原本定價 $2/$6,已經比 GPT-5.6 Sol 便宜一半以上,但現在 GPT-6 Sol 的輸入價已追平 Grok,輸出價也更接近了。$0.10/$0.50 的 GPT-6 Luna 是 OpenAI 少數幾個最便宜的模型,只有明顯較弱的 GPT-4.1 Nano($0.10/$0.40,2025 年 4 月)與 GPT-5 Nano($0.05/$0.40,2025 年 8 月)比它更便宜。
Claude Opus 5.5 把價格從 Opus 5 系列一路沿用的 $5/$25(每百萬輸入/輸出 token)降到 $4/$20,降幅 20%,cache read 的價格更下砍 60%——這對長時間 agentic 對話特別有意義,因為那類場景通常有九成以上的 input token是走 cache read 價格。新的 Opus 5.5 價格恰好等於 GPT-5.6 Sol 降價前的價格,但 OpenAI 已經把 Sol 價格砍半了。GPT-6 Astra 與 Claude Fable 5.1 目前同樣定在 $10/$50,價格戰主要發生在這個級別以下的模型。Anthropic 表示 Sonnet 5.5 與 Haiku 5.5 即將推出,作者特別點出:目前 Haiku 4.5 是 $1/$5,而 GPT-6 Luna 只要它的十分之一,這將是觀察 Haiku 能否重新拿回低價競爭力的關鍵。
💡 溝通風格改善了,但 max 模式「想過頭」直接卡死
作者提到,Anthropic 的 Thariq Shihipar 表示 Opus 5.5 是根據使用者對 Opus 溝通風格的回饋做出的調整,號稱 token 效率更好、在各個 effort level 都適用,也對 Blender 操作有加強。
但作者在做他標準的鵜鶘 SVG 測試時,Opus 5.5 在「max」thinking level 下兩次都沒能給出回應——它一直在推理各種細節(腿的長度、齒輪咬合、圖層順序等),直到打到 128,000 token 的最大輸出上限,還沒推理完就被切斷。兩次測試各花費 $2.56、耗時將近 20 分鐘。作者因此懷疑「max」模式在這類任務上可能形同無用,也不敢保證它不會在其他更有意義的工作上同樣「想過頭」而卡死。相對地,Fable 5.1 在 max 模式下沒有過度思考,反而畫出了作者認為目前 Anthropic 模型裡最好的鵜鶘。
🎯 實務啟示
作者目前已把 GPT-6 Sol 與 Claude Opus 5.5 設為 Codex 與 Claude Code 裡的預設模型,並把自己的 Datasette Agent demo 升級成使用 GPT-6 Luna,認為它在 SQL 查詢與撰寫 HTML/JavaScript 上速度快且能力足夠。對還在選型的工程師來說,這波降價意味著中低階模型的成本門檻大幅降低;但像 Opus 5.5 的「max」模式踩到輸出上限這種邊界案例,提醒我們選型時仍要用自己實際的工作流測試,不能只看價格或跑分數字。
🔗 來源
- 標題:Claude Opus 5.5, GPT-6 Sol, GPT-6 Luna, and a new price war
- 作者/機構:Simon Willison
- 連結:https://simonwillison.net/2026/Sep/22/opus-and-sol-and-luna/
#ClaudeOpus #GPT6 #Anthropic #OpenAI #LLMPricing #AIModels #PriceWar #GenerativeAI #Grok #DeveloperTools
原始資料 Simon Willison · 收集於 2026-09-23
摘要原文
Yesterday was Grok 4.7 ( pelicans ) and MiMo v2.6 Flash/Pro ( more pelicans ). Today Anthropic released Claude Opus 5.5 , and around an hour later OpenAI released GPT-6 Sol and GPT-6 Luna . It’s going to take a while to get a good read on all of these new models, but here are my impressions so far. GPT-5.6 Luna was already my favorite model for building applications against, because it combined excellent performance with being really cheap . Somehow GPT-6 Luna is half the price of that again—and GPT-6 Sol had a similar reduction compared to GPT-5.6 Sol. Here’s what the pricing landscape looks like today: Note that GPT-5.6 has a scheduled 25% price increase for November, so GPT-6 is half the price of the promotional pricing for those models. (With GPT-5.6 Terra priced the same as GPT-6 Sol, any remaining reasons to use Terra just evaporated.) It’s hard to overstate how competitive this pricing is. Grok 4.7 priced itself at $2/$6, less than half the price of GPT-5.6 Sol, but is now equally priced to GPT-6 Sol on input and closer on output. At $0.10/$0.50 GPT-6 Luna is one of the cheapest models OpenAI have ever released, beaten only by the far weaker GPT-4.1 Nano ($0.10/$0.40, April 2025) and GPT-5 Nano ($0.05/$0.40, August 2025). I rendered pelicans for GPT-6 Luna and for GPT-6 Sol , then I combined them all together in this comparison grid along with the GPT-5.6 pelicans. I like how you can instantly see that the 5.6 family chose bolder, brighter colors, while the 6 family is a lot more muted. I still think GPT-6 Astra on max produced the best pelican. Opus 5.5 looks like it addresses the biggest complaints people had about Opus in terms of its communication style. Thariq Shihipar : Opus 5.5 is the result of your feedback. It communicates clearly, it’s cheaper per token than Opus 5.0 with the intelligence of Fable 5.1 it’s very token efficient and works across every effort level. It’s also meant to be better at Blender . I’m looking forward to putting it through its paces there. Opus 4.5, 4.6, 4.7, 4.8, and 5 all shared the same price: $5/million tokens for input and $25/million for output. 5.5 is a 20% reduction—$4/million and $20/million. The price for cache reads fell 60%. That’s significant for longer agentic conversations, where 90%+ of input tokens are processed at cached token prices. The new price for Opus 5.5 is the same as the price for GPT-5.6 Sol, but that was before OpenAI dropped their Sol prices by half. GPT-6 Astra and Claude Fable 5.1 are both priced at $10/million input and $50/million output. The price war currently affects the next tier of models below that. Anthropic say that Sonnet 5.5 and Haiku 5.5 are coming soon. It’s going to be interesting to see if Haiku can regain its price competitiveness at the lower end, given current Haiku 4.5 is $1/$5 while the latest GPT-6 Luna is one tenth of that price at $0.10/$0.50. In a first for my " Generate an SVG of a pelican riding a bicycle " test, Claude Opus 5.5 at "max" thinking level failed to return a response! It started by calling this “a classic test request”, and then thought really, really hard about what it was doing: This is a classic test request, so I want to plan out a well-composed pelican with its distinctive beak and pouch riding a bicycle with proper wheels, frame, and pedals, set against a simple sky and ground backdrop. [...] Verifying the shin length checks out at roughly 95.2, close enough. Now I’m working out the near leg path from hip to knee to ankle, then sketching the foot shape resting on the pedal — outlining the heel, toe tips, and sole contour with a path using lines and curves to sit naturally on the pedal surface around y=478-494. [...] I like the fish sticking prominently out of the basket with the pelican eyeing it as a fun detail worth keeping. I’m also confirming the eye placement near the bill base matches typical pelican anatomy, and considering giving it a slightly happier expression. [...] The far leg reads correctly as passing behind the frame, so I’m moving on to check the chainring teeth and confirm layer ordering—the far crank arm should be mostly hidden by the seat tube and chainring. I’m settling on the final SVG’s width and height attributes alongside the viewBox to ensure proper scaling, noting there’s no text so no font-family is needed. [...] I was so excited to see this pelican... but then it stopped . Opus 5.5 has a 128,000 maximum output token limit (as do the other Claude models), and it hit that while it was still reasoning about the SVG! I tried a second time and got the same result. This makes me suspect that “max” is effectively useless—if it over-thinks to breaking point on a stupid SVG prompt I don’t trust it not to do the same for more interesting work. (Those two failures each cost me $2.56 and took nearly 20 minutes.) Fable 5.1 on “max” didn’t over-think and did give me the best pelican I’ve seen from any Anthropic model. Here are the Opus 5.5 pelicans , excluding 5.5 max. I also built this comparison grid comparing them with pelicans by Opus 5, Fable 5.1, and Sonnet 5: Comparing different model vendors by how well they draw a pelican riding a bicycle may not make much sense now (if it ever did), but I’m still finding value in using them for comparisons of the same model families at different reasoning levels. I’m now using GPT-6 Sol and Claude Opus 5.5 as my default models in Codex and Claude Code. I’ve upgraded the Datasette Agent demo at agent.datasette.io to use GPT-6 Luna, and it seems to be fast and competent at both SQL queries and building HTML and JavaScript for Datasette Apps . This is Claude Opus 5.5, GPT-6 Sol, GPT-6 Luna, and a new price war by Simon Willison, posted on 22nd September 2026 . Previous: Jev introduces a new shape of LLM - System One, aka Decision Models Sponsor me for $10/month and get a curated email digest of the month's most important LLM developments.
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