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Agent comparison

Claude vs Qwen

Evaluate Claude and Qwen on identical multilingual documents, support cases, and structured-output requirements rather than inferred product superiority.

Use case: Cross-border document, support, and multilingual writing workflows

Use case

Claude vs Qwen

Use one fixed, representative test set for cross-border document, support, and multilingual writing workflows. Choose only after human review of accepted outputs, critical failures, and operating constraints.

Benchmark evidence

Sample outputs and scoring notes

Editorially reviewed decision framework. The metric table uses the dated AAA.win preview batch; model versions are not pinned and runs have not passed the reviewed-results publication gate, so it is not a product ranking.

MetricClaude MainQwen Main
Overall8784
Pass rate97%93%
Critical rate12%10%
Format pass100%100%
Win rate55%25%

Claude Main

Strong writing and safety boundaries, especially in support tasks.

87
too_verboseoverly_humbleunsafe_refund_promise

Qwen Main

Strong Chinese business language and structured extraction.

84
literal_translationunnatural_japaneseunauthorized_credit
Version · v4.3.6-indexnow-delivery-verified

Latest releases

IndexNow production delivery verification

Verified production IndexNow receipt with a new key: Microsoft's external proof returned HTTP 200, single-URL GET and POST both returned HTTP 200, and eight batches covering 386 canonical URLs each returned HTTP 200 with zero retries. A second run found the inventory unchanged and sent no request.

IndexNow proof-origin protocol fix

Production Bing validation exposed HTTP 500 at the external root proof because TLS termination was followed by an internal rewrite using the wrong protocol. This release corrects that rewrite boundary, but remains unverified until the external proof returns HTTP 200, the automatic submission runs, a later canary returns HTTP 200, and the idempotent rerun passes.

IndexNow root-proof request compatibility

After v4.3.3, the exact root-level {key}.txt proof returned HTTP 200, but a full request carrying keyLocation still returned HTTP 403; a minimal homepage request with the same production key and no keyLocation returned HTTP 202. This release omits that field, while the automatic full run and idempotent rerun remain deployment checks.

View all releases