# Claude Sonnet 5 在 Artificial Analysis Intelligence Index 得 53 分，标准定价下每任务成本高于 Opus 4.8

- 来源：Artificial Analysis (@ArtificialAnlys)
- 发布时间：2026-07-01 04:59
- AIHOT 分数：60
- AIHOT 链接：https://aihot.virxact.com/items/cmr15skl0004uslh4f6p39fae
- 原文链接：https://x.com/ArtificialAnlys/status/2072062592923930666

## AI 摘要

Claude Sonnet 5 以 max effort 在 Artificial Analysis Intelligence Index 上得分 53（第 5 名），比 Sonnet 4.6 提高 6 分，与 GPT-5.5 (xhigh) 持平，落后 Opus 4.7/4.8 约 2-3 分。标准定价下每任务成本 $2.29，比 Sonnet 4.6 贵约 2 倍、比 Opus 4.8 贵 15%，主要因输出 token 增加 40%、agentic 任务调用次数增加约 3 倍。定价 $3/$15 每百万 token（促销至 9 月 1 日降至 $2/$10），上下文窗口 1M tokens，新增 xhigh 力度设置。在 agentic 知识工作基准 AA-Briefcase 和 GDPval-AA 上匹配或超越 Opus 4.8，推理基准仍落后。Terminal-Bench v2.1（+9）、HLE（+10）、SciCode（+7）显著提升。

## 正文

Claude Sonnet 5 achieves 53 on the Artificial Analysis Intelligence Index, but without promotional pricing will cost more per task than Opus 4.8

We supported @AnthropicAI to evaluate Claude Sonnet 5 ahead of release: with max effort it improves 6 points over Sonnet 4.6 to achieve the same Intelligence Index as GPT-5.5 with high reasoning, but remains behind Opus 4.7 and 4.8

Key takeaways:

➤ Claude Sonnet 5 is the #5 model on the Artificial Analysis Intelligence Index, only 2-3 points behind GPT-5.5 (xhigh) and Opus 4.8 (max)

➤ With max effort, Sonnet 5 works harder than previous Anthropic models: it used ~40% more output tokens per Intelligence Index task than Sonnet 4.6, and ~3x the agentic turns for our knowledge work evaluations AA-Briefcase and GDPval-AA. This behavior scales well with the ‘effort’ setting, with the max effort using around 6x more turns than low effort on GDPval-AA

➤ Claude Sonnet 5 costs more per task than Opus 4.8 before accounting for promotional pricing: Claude Sonnet 5 costs $2.29 per task on the Intelligence Index, a ~2x increase compared to Sonnet 4.6 and ~15% more than Claude Opus 4.8. This is driven entirely by increased token usage. Sonnet 5 retains the same $3/$15 per 1M input/output token pricing as Sonnet 4.6 (compared to $5/$25 for Opus 4.8), however Anthropic is offering a one-third reduction to $2/$10 until September 1. Our results use standard $3/$15 pricing

➤ Sonnet 5 matches or outperforms Opus 4.8 on agentic knowledge work tasks: on both AA-Briefcase and GDPval-AA, Claude Sonnet 5 sits just ahead of Opus 4.8, trailing only Claude Fable 5 (which is not currently generally available). These benchmarks test the ability of models to produce accurate and well-presented professional outputs using our open source reference agent harness, Stirrup

➤ For reasoning and knowledge-heavy tasks, Sonnet still sits behind its larger siblings: despite substantial gains across many evaluations, heavy reasoning and knowledge benchmarks still show Opus 4.8 ahead of Sonnet 5. On CritPt, a frontier physics reasoning benchmark developed by researchers at Argonne and UIUC, Sonnet 5 scores 17% - this is 14 points higher than its predecessor, but behind GLM-5.2, Claude Opus and Fable, and GPT-5.5 (xhigh and Pro)

➤ Sonnet 5 also showed significant improvements over Sonnet 4.6 on Terminal-Bench v2.1 (+9 points), Humanity’s Last Exam (+10 points), and SciCode (+7 points), with relatively flat scores elsewhere

Other key model details:

➤ Context window of 1 million tokens (equivalent to Sonnet 4.6)

➤ Pricing of $3/$15 per 1M tokens of input/output (reduced to $2/$10 until September 1); cache pricing remains at a 25% premium for cache writes ($3.75 per million tokens) with 5-minute time to live, and 90% discount for cache hits ($0.3 per million tokens)

➤ Effort remains the recommended way of configuring model performance and latency. Sonnet 5 adds an additional ‘xhigh’ effort setting relative to Sonnet 4.6, matching the 5 effort levels available on Opus 4.8 (max, xhigh, high, medium, low)