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Claude Opus 4.6 vs 4.7 vs 4.8：通过 Crazyrouter 的 12 组真实 API 测试
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Crazyrouter Team
June 3, 2026
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title: "Claude Opus 4.6 vs 4.7 vs 4.8：通过 Crazyrouter 的 12 组真实 API 测试" slug: "zh-claude-opus-46-vs-47-vs-48-real-api-tests-crazyrouter" summary: "中文结论：Opus 4.7 本轮通过率最好，Opus 4.8 平均延迟最低，Opus 4.6 仍可用于 SQL/JSON/客服类任务。" tag: "Claude" language: "zh" cover_image_url: "https://raw.githubusercontent.com/xujfcn/images/main/blog/covers/claude-opus-46-47-48-benchmark-cover.png" meta_title: "Claude Opus 4.6 vs 4.7 vs 4.8：通过 Crazyrouter 的 12 组真实 API 测试" meta_description: "Crazyrouter API real benchmark comparing Claude Opus 4.6, 4.7 and 4.8." meta_keywords: "Claude Opus, Crazyrouter, API benchmark"#
Claude Opus 4.6 vs 4.7 vs 4.8：通过 Crazyrouter 的 12 组真实 API 测试#
中文结论：Opus 4.7 本轮通过率最好，Opus 4.8 平均延迟最低，Opus 4.6 仍可用于 SQL/JSON/客服类任务。
本篇/この記事/이 글/Bài viết này 基于 https://cn.crazyrouter.com/v1 的真实调用结果，不是厂商宣传复述。测试模型：claude-opus-4-6、claude-opus-4-7、claude-opus-4-8。
核心结果 / Key results#
| Model | Score | Avg latency | Total tokens | Best fit |
|---|---|---|---|---|
claude-opus-4-6 | 4/6 | 5.2s | 2847 | stable SQL, JSON, API review, Chinese support replies |
claude-opus-4-7 | 5/6 | 7.46s | 3297 | best overall pass rate, long-context extraction, structured output |
claude-opus-4-8 | 4/6 | 4.59s | 2838 | fastest average latency, concise JSON/API review, low token use |
测试矩阵 / Test matrix#
| Test | Opus 4.6 | Opus 4.7 | Opus 4.8 | What it checked |
|---|---|---|---|---|
| arithmetic revenue | ⚠️ | ⚠️ | ⚠️ | business arithmetic and step-by-step numeric reasoning |
| postgres sql | ✅ | ✅ | ✅ | Postgres query construction for paid users and token usage |
| long context extraction | ⚠️ | ✅ | ⚠️ | finding exact operational facts in a long noisy log |
| strict json no fence | ✅ | ✅ | ✅ | JSON-only schema following without markdown fences |
| api client review | ✅ | ✅ | ✅ | developer code review quality for an API client |
| chinese support reply | ✅ | ✅ | ✅ | Chinese customer-support answer with correct cn.crazyrouter.com/v1 guidance |
可复现实测代码#
python
from openai import OpenAI
client = OpenAI(api_key="YOUR_CRAZYROUTER_API_KEY", base_url="https://cn.crazyrouter.com/v1")
resp = client.chat.completions.create(
model="claude-opus-4-8",
messages=[{"role":"user","content":"Return valid JSON only."}],
temperature=0,
)
print(resp.choices[0].message.content)
结论 / Conclusion#
claude-opus-4-7: best default for agent/log extraction workflows in this run.claude-opus-4-8: best latency profile in this run.claude-opus-4-6: still useful when prompts are already validated.
人看的链接加 UTM，代码里的 API base URL 不加 UTM。访问：Crazyrouter
Implementation Guides
API EndpointsChoose the correct base URL for OpenAI-compatible, Claude, and Gemini clients.Reasoning ModelsChoose the right protocol and fields for thinking and reasoning workloads.Usage Logs and Cost MonitoringUse management APIs to query logs, quota, token usage, and dollar cost.Claude Native FormatCall Claude through the Anthropic Messages API on Crazyrouter.
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