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武汉鸭脖 Wu Han Spicy Duck

Braised-food deli in Richmond Public Market, open since 2014. wuhanspicyduck.com

01

The numbers

2026-07-262026-10-02
Mentioned — all 9 assistants in both runs16.8%22.5%
Mentioned — western assistants20.3%31.5%
Mentioned — Chinese assistants12.3%11.4%
Own site cited — western assistants0%20.9%

22 buyer questions without the brand name, each asked twice per assistant. Baseline: 388 of 396 answers returned.

Per assistant, and what to discount

The steadiest of the four: five runs read 16.8, 20.9, 19.9, 21.8, 22.5. Citation leans on Grok (56.8%); ChatGPT and Claude still cite the site 0 times. The August run lost Doubao to timeouts.

Assistant2026-07-262026-10-02
ChatGPT4.5%18.6%
Perplexity11.4%27.3%
Claude6.8%9.1%
Gemini47.7%40.9%
Grok31%61.4%
豆包 Doubao4.5%0%
通义千问 Qwen0%2.3%
DeepSeek11.6%6.8%
Kimi33.3%36.4%

Rates are the plain average of per-assistant rates over assistants measured in both runs; assistants added later are left out on both sides. Citation counts western assistants only — the Chinese APIs return no source list.

02

What we did

  • Bilingual site with Restaurant, Menu and FAQPage structured data; 15 AI crawlers allowed.
  • Google Business Profile claimed and closed into a loop: GBP website field → site, site sameAs → GBP.
  • sameAs to the delivery platforms and directories, including the Chinese 大温点评 listing.
  • IndexNow, Bing sitemap, canonical tags and a www → apex 301.
03

Still weak

The Chinese assistants are flat (12.3% → 11.4%) and Doubao names the shop 0 times — for a shop whose customers mostly speak Chinese.

See the ratesAll cases