Comparison · Anthropic and Qwen

Claude Sonnet 5.5 vs Qwen3.8 Max (0902)

Listed API prices of Claude Sonnet 5.5 and Qwen3.8 Max (0902) turned into the cost of the same three standard tasks, with speed from our own test requests in the United States and what each provider’s API documentation says about features that break on a switch. Output quality and answer length are not compared.

Calculated impact cost per task and per month

For an L2 task (deep analysis over a 50,000-token document, 3 steps), Claude Sonnet 5.5 costs $0.348 and Qwen3.8 Max (0902) $0.336 at the prices listed in the United States on , so Claude Sonnet 5.5 is 3.6 % more than Qwen3.8 Max (0902), counting visible output only, without cache discounts or hidden reasoning.

Head to head: Claude Sonnet 5.5: $0.348; Qwen3.8 Max (0902): $0.336 Calculated from published rates Input and visible output are priced separately for the same task. 159,000 input + 3,000 visible output tokens per task. No cache discount; hidden reasoning excluded.
Head to head.Calculated from published rates Input and visible output are priced separately for the same task. 159,000 input + 3,000 visible output tokens per task. No cache discount; hidden reasoning excluded. Open image · Explore the chart · Measured Lab · CC BY 4.0
TaskClaude Sonnet 5.5, per taskQwen3.8 Max (0902), per taskClaude Sonnet 5.5, per monthQwen3.8 Max (0902), per monthClaude Sonnet 5.5 vs Qwen3.8 Max (0902), per task
L1Micro-task (classification or strict JSON extraction)$0.0050per L1 task$0.0042per L1 task$73.00per month$61.32per month+19.0 %
L2Deep analysis over a 50,000-token document$0.348per L2 task$0.336per L2 task$5,080.80per month$4,905.60per month+3.6 %
L3Agentic coding loop, 15 steps$2.72per L3 task$2.69per L3 task$39,726.60per month$39,201.00per month+1.3 %

Calculated Per month: 20 tasks an hour around the clock, 730 hours.

Prices USD per 1M tokens

PriceClaude Sonnet 5.5Qwen3.8 Max (0902)
Input, per 1M tokens$2.00$2.00
Output, per 1M tokens$10.00$6.00
Price fromProvider's price list · source page PublishedProvider's price list · source page Published
Read · the United States · the United States
Context window1,000,000 tokens1,000,000 tokens

What can I use it for? six common tasks, our data checks

Quality on your task: not measured by Measured Lab yet.

TaskClaude Sonnet 5.5Qwen3.8 Max (0902)
Answer customer messagesFits on price and contextFits on price and context
Pull data from invoices and documents with strict JSON and page imagesFits on price and contextFits on price and context
Summarize documents and meetingsFits on price and contextFits on price and context
Translate contentFits on price and contextFits on price and context
Chat assistant on your websiteFits on price and contextFits on price and context
Write and review code with tool callsFits on price and contextFits on price and context
Tasks it fits6 of 66 of 6

Checks of our data for six common tasks: a published price, a context window and answer length for the task and, where the task needs them, strict JSON output, page images and tool calls; prices, cost a month and terms for each model on its model card. Compare models for your own task in the model picker.

Speed in the US Observed our test requests

In our test requests from the United States, the median time to the first answer token was 961 ms for Claude Sonnet 5.5 (Direct API · Anthropic) and 1,504 ms for Qwen3.8 Max (0902) (Direct API · Alibaba Cloud).

Model and routeTime to first answer token, medianOutput speed, medianAnswers
Claude Sonnet 5.5Direct API · Anthropic961 ms range 363 ms–8,537 ms115 tokens/s range 67.7 tokens/s–244 tokens/s115 answers on 23 dates
Qwen3.8 Max (0902)Direct API · Alibaba Cloud1,504 ms range 1,113 ms–3,190 ms43.2 tokens/s range 24.5 tokens/s–59.9 tokens/s110 answers on 22 dates

The same short request to every model, sent from a measurement point in the United States; medians of successful answers on at least 2 different dates, latest on . How we measure

What breaks when you switch Published provider documentation

Moving from Anthropic to Qwen, 3 of the 5 features may not carry over, by each provider’s documentation:

  • Strict JSON schemas — Anthropic: yes; Qwen: partly. Code that parses answers without checks starts failing where a provider promises only valid JSON, not your schema.
  • Streamed tool arguments — Anthropic: yes; Qwen: not stated. An interface that shows arguments as they are written sees nothing until the whole call is ready.
  • Cache covers tool definitions — Anthropic: yes; Qwen: not stated. Where the cache does not cover tool definitions, a long tool list is paid as fresh input on every request.

Moving from Qwen to Anthropic: every feature that Qwen’s documentation lists as supported is also listed as supported by Anthropic.

Feature of the APIAnthropicQwen
Strict JSON schemasYesPartly
Parallel tool callsYesYes
Streamed tool argumentsYesNot stated
Reasoning with toolsYesYes
Cache covers tool definitionsYesNot stated

What each provider’s own API documentation says, read ; “not stated” is not the same as “no”. Quotes and sources: what breaks when you switch AI APIs.

All model comparisons · How we check prices

Explore the numbers

Calculated from published rates

The same work. Two bills.

Input and visible output are priced separately for the same task.

$0.012L2 task differenceQwen3.8 Max (0902) less
$175.20L2 monthly differenceAssumption: 20 tasks/hour × 730 hours
543 msMedian wait differenceQwen3.8 Max (0902) starts later
Claude Sonnet 5.5$0.348Qwen3.8 Max (0902)$0.336$0.00$0.10$0.20$0.30$0.40Claude Sonnet 5.5$0.348Qwen3.8 Max (0902)$0.336$0.00$0.10$0.20$0.30$0.40
Fresh inputVisible output

159,000 input + 3,000 visible output tokens per task. No cache discount; hidden reasoning excluded.

Qwen3.8 Max (0902) costs $0.012 less per task.

Claude Sonnet 5.5$0.0050Qwen3.8 Max (0902)$0.0042$0.00$0.002$0.004$0.006Claude Sonnet 5.5$0.0050Qwen3.8 Max (0902)$0.0042$0.00$0.002$0.004$0.006
Fresh inputVisible output

1,500 input + 200 visible output tokens per task. No cache discount; hidden reasoning excluded.

Qwen3.8 Max (0902) costs $0.0008 less per task.

Claude Sonnet 5.5$2.72Qwen3.8 Max (0902)$2.69$0$1$2$3Claude Sonnet 5.5$2.72Qwen3.8 Max (0902)$2.69$0$1$2$3
Fresh inputVisible output

1,315,500 input + 9,000 visible output tokens per task. No cache discount; hidden reasoning excluded.

Qwen3.8 Max (0902) costs $0.036 less per task.

Claude Sonnet 5.5$5,080.80Qwen3.8 Max (0902)$4,905.60$0$2,000$4,000$6,000Claude Sonnet 5.5$5,080.80Qwen3.8 Max (0902)$4,905.60$0$2,000$4,000$6,000
Fresh inputVisible output

Assumption: 20 tasks/hour × 730 hours = 14,600 tasks/month.

Observed · United States

Wait and streaming speed

The same short request. Each route must have successful answers on at least two dates.

Claude Sonnet 5.5

Direct API · Anthropic · 115 answers on 23 dates.

First answer token 961 ms
Other published US routes · medians0.05.010.015.020.0secondsNearest US route medians0.05.010.015.020.0seconds

Nearby: Qwen3.8 Max (0902) · 1.50 s.

Claude Sonnet 5.5 · 961 ms median; observed range 363 ms–8.54 s.

Output speed 115 tokens/s
Other published US routes · medians0100200300400tokens/sNearest US route medians0100200300400tokens/s

Nearby: Qwen3.8 Max (0902) · 43.2 tokens/s.

Claude Sonnet 5.5 · 115 tokens/s median; observed range 67.7 tokens/s–244 tokens/s.

Observed · independent medians

More output than the answer shows.

Visible answer64Hidden reasoning0020406080Visible answer64Hidden reasoning0020406080

Calculated median cost per request: $0.00162.

Visible outputHidden reasoning

Visible output and hidden reasoning are independent medians and are not added together. Request cost is the median of individually priced requests. Hidden reasoning is billed at the output rate.

Published context window: 1,000,000 tokens.

Qwen3.8 Max (0902)

Direct API · Alibaba Cloud · 110 answers on 22 dates.

First answer token 1.50 s
Other published US routes · medians0.05.010.015.020.0secondsNearest US route medians0.05.010.015.020.0seconds

Nearby: Claude Sonnet 5.5 · 961 ms.

Qwen3.8 Max (0902) · 1.50 s median; observed range 1.11 s–3.19 s.

Output speed 43.2 tokens/s
Other published US routes · medians0100200300400tokens/sNearest US route medians0100200300400tokens/s

Nearby: Claude Sonnet 5.5 · 115 tokens/s.

Qwen3.8 Max (0902) · 43.2 tokens/s median; observed range 24.5 tokens/s–59.9 tokens/s.

Observed · independent medians

More output than the answer shows.

Visible answer560204060Visible answer560204060
Unknown · Hidden reasoning

The API did not report this count; Unknown is not zero.

Calculated median cost per request: $0.00108.

Visible outputHidden reasoning

Visible output and hidden reasoning are independent medians and are not added together. Request cost is the median of individually priced requests. Hidden reasoning is billed at the output rate.

Published context window: 1,000,000 tokens.

Published · provider documentation

What changes when you switch

A matching feature list does not measure migration quality. “Not stated” is not the same as “No”.

Feature of the APIAnthropicQwen
Strict JSON schemasYesPartly
Parallel tool callsYesYes
Streamed tool argumentsYesNot stated
Reasoning with toolsYesYes
Cache covers tool definitionsYesNot stated

Anthropic → Qwen: Review Strict JSON schemas, Streamed tool arguments, Cache covers tool definitions.

Qwen → Anthropic: The documented supported features carry over.

Read the dated documentation and feature details.

Sources: this page; published model prices (data (JSON)); task assumptions (data (JSON)). Published prices · Observed responses · Calculated scenarios · Assumptions stated with each chart.