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Claude Haiku 5.5

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Claude Haiku 5.5

TL;DR · AI 摘要

Claude Haiku 5.5定价与GPT-6 Luna持平但超出10万token后成本激增,Anthropic推出订阅者专属API信用计划。

核心要点

  • Claude Haiku 5.5在10万token内价格与GPT-6 Luna相同($0.10/$0.50)
  • 新tokenizer使相同文本token数增加25%,隐含成本上升
  • Max 5x订阅者每月可获$100 API信用,信用不结转

结构提纲

按章节快速跳转。

  1. 介绍Claude Haiku 5.5的定价策略与性能改进

  2. 新旧版本与GPT-6 Luna的单价对比显示成本变化

  3. 新tokenizer使文本token数增加25%带来隐性成本

  4. 订阅者可获每月API信用额度用于模型调用

思维导图

用一张图看清主题之间的关系。

查看大纲文本(无障碍 / 无 JS 友好)
  • Claude Haiku 5.5更新
    • 价格策略
      • 10万token内与Luna同价
      • 超量后价格5倍增长
    • 技术变更
      • 新tokenizer增加25%token消耗
    • 订阅福利
      • API信用额度发放
      • 信用不结转规则

金句 / Highlights

值得收藏与分享的关键句。

#Claude Haiku 5.5#Anthropic#API定价#LLM模型
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Claude Haiku 5.5

Simon Willison’s Weblog

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Claude Haiku 5.5

7th October 2026

As previously promised , here’s Anthropic’s new fast, low cost model: Introducing Claude Haiku 5.5 .

The previous Haiku, 4.5, was very much showing its age. It came out almost a year ago , and was priced at $1/million input and $5/million output—relatively expensive even back then, and a full 10x the price of OpenAI’s GPT-6 Luna , released last month.

The new Haiku exactly matches the price of GPT-6 Luna—$0.10/$0.50—up to 100,000 tokens. Beyond 100,000 tokens the price increases 5x to $0.50/$2.50. Luna itself has a price increase at 272,000 tokens but only to $0.20/$0.75.

Haiku 5.5 also uses a new, less generous tokenizer. My Claude Token Counter tool shows that the same long prompt uses around 1.25x as many tokens with Haiku 5.5 compared to Haiku 4.5, so there’s a hidden price increase there.

If your workloads fit in 100,000 tokens, Haiku is the same price as Luna and reports higher benchmark scores. Above 100,000 tokens, Luna looks like a much better deal.

The most recent release of llm-anthropic finally fixed it so I don’t need to ship a new version of that plugin for every new model. I tested the new model like this:

code
llm install -U llm-anthropic
llm anthropic refresh
llm -m claude-haiku-5.5 "Generate an SVG of a pelican riding a bicycle" -o thinking_effort low

#### Pelicans

Here are pelicans for low, medium, high, xhigh, and max . The new Haiku doesn’t let you disable reasoning, and defaults to medium . I got a good bicycle frame for everything beyond low . The low effort pelican cost 0.0936 cents and took 7 seconds.

This max effort pelican took 5 minutes 9 seconds to generate, but still only cost me 3.3826 cents :

For comparison, here’s the pelican I got a year ago from Haiku 4.5 (for 0.7583 cents —Haiku 4.5 did not support reasoning levels). It sucked at drawing pelicans:

#### And a generous API credit scheme for subscribers

In addition to Haiku 5.5, Anthropic announced today that they are halving the price of cache reads for Sonnet 5.5. They’ve also added API credits to subscription plans:

Second, this week, we’ll roll out a new monthly API credit to all Max and Team subscribers for use on the Claude Platform . Max 5x users will get $100 in credits per month, Max 20x users will get $200, and Team subscribers will receive up to $500, pooled across their users.

Claiming this is pleasantly easy: navigate to Settings -> Billing and select the API organization that should benefit from the credits every month:

The API credits exactly match the cost of the subscription itself. This is really generous—it makes it much easier for subscribers to use the API. Anthropic also let you disable auto-reload for the API, with the consequence that “API requests will stop when your balance runs out”—exactly what you want if you’re planning to burn through those API credits without risk of a nasty billing surprise .

Note that the monthly credits do not roll over —use them or lose them.

OpenAI still allow you to use your Codex subscription for personal API use, which works out as a better deal for heavy API users. This new credit scheme goes at least some way to overcoming that difference.

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  • We're going to need default hard budget caps on pretty much everything - 3rd October 2026
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This is Claude Haiku 5.5 by Simon Willison, posted on 7th October 2026 .

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