AI Report Library

Models

How much each model writes for every website it cites, and how that changes with reasoning. Pick the models you want to compare.

Compare the models you choose

Pick up to six models. The map shows where each one’s typical answer sits; the table puts their answers side by side, one prompt per row, so every row compares answers to the same prompt.

Shortermore websitesLongermore websitesShorterfewer websitesLongerfewer websitesavg lengthavg websitesSonnet 5.5: typical answerGPT-6 Luna: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGrok 4.7: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerOpus 5.5Opus 5.5: typical answerGPT-6.1 SolGPT-6.1 Sol: typical answerGemini 3.6Gemini 3.6: typical answerQwen3.8-MaxQwen3.8-Max: typical answer

◆ typical answer of each chosen model, against the other models on the same prompts. Grey dots are the models you didn’t choose. Above the solid diagonal: more websites per word than the others.

  • Opus 5.5
    21% more websites per word
  • GPT-6.1 Sol
    17% fewer websites per word
  • Gemini 3.6
    40% fewer websites per word
  • Qwen3.8-Max
    60% more websites per word
Prompt
21% more websites per word
18% shorter length
63% more websites
7 answers on 7 prompts, vs. the other models
17% fewer websites per word
33% longer length
10% more websites
21 answers on 14 prompts, vs. the other models
40% fewer websites per word
about the same length
50% fewer websites
11 answers on 10 prompts, vs. the other models
60% more websites per word
32% shorter length
10% more websites
7 answers on 7 prompts, vs. the other models
Buyer journeyJapanese food buyersAll models’ middle: 6.3 per 1,000 wordsNot runLight6.34 websites · 638 wordsMedium6.84 websites · 591 wordsHigh6.29 websites · 1,463 wordsExtra High8.17 websites · 870 wordsMax3.616 websites · 4,465 wordsThinking · web search not recorded5.66 websites · 1,070 wordsNot run
PricingFood quotations in JapanAll models’ middle: 6.8 per 1,000 wordsNot runHigh4.810 websites · 2,068 wordsThinking · web search not recorded4.95 websites · 1,026 wordsThinking19.811 websites · 555 words
PricingTaiwan-to-Japan alcohol exportsAll models’ middle: 5.0 per 1,000 wordsNot runMax7.110 websites · 1,408 wordsNot runNot run
PricingFood crowdfunding in JapanAll models’ middle: 10.0 per 1,000 wordsMedium10.413 websites · 1,250 wordsMax10.919 websites · 1,741 wordsThinking5.925 websites · 4,260 wordsNot run
PricingFood e-commerce in JapanAll models’ middle: 12.1 per 1,000 wordsNot runMax10.918 websites · 1,659 wordsThinking · web search not recorded8.012 websites · 1,497 wordsThinking17.019 websites · 1,115 words
Location selectionFood manufacturing in JapanAll models’ middle: 11.8 per 1,000 wordsall 4 answeredMedium11.113 websites · 1,167 wordsMax7.99 websites · 1,140 wordsThinking · web search not recorded1.61 website · 612 wordsThinking22.213 websites · 587 words
Daily demandJapanese daily foodAll models’ middle: 12.2 per 1,000 wordsNot runMax12.021 websites · 1,755 wordsThinking12.39 websites · 730 wordsNot run
Pain analysisB2B food industryAll models’ middle: 6.5 per 1,000 wordsHigh18.722 websites · 1,179 wordsNot runThinking6.05 websites · 829 wordsNot run
Social mediaFood buyersAll models’ middle: 17.0 per 1,000 wordsNot runHigh18.412 websites · 654 wordsThinking13.16 websites · 457 wordsThinking24.015 websites · 624 words
Buyer needsJapanese food buyersAll models’ middle: 8.9 per 1,000 wordsExtra14.122 websites · 1,565 wordsMax5.311 websites · 2,074 wordsNot runThinking12.610 websites · 796 words
Buyer needsJapanese food buyers · version 2All models’ middle: 8.2 per 1,000 wordsExtra9.016 websites · 1,776 wordsMax4.913 websites · 2,642 wordsNot runThinking11.912 websites · 1,007 words
RegulationsJapan cold outreachAll models’ middle: 14.4 per 1,000 wordsNot runLight · web search not recorded3.93 websites · 779 wordsHigh12.19 websites · 744 wordsUltra · web search not recorded16.611 websites · 661 wordsNot runThinking17.79 websites · 508 words
Review searchJapan izakayaAll models’ middle: 0.7 per 1,000 wordsNot runHigh0.85 websites · 6,259 wordsThinking0.42 websites · 4,905 wordsNot run
Competitors list upKALDI Coffee FarmAll models’ middle: 17.0 per 1,000 wordsHigh19.213 websites · 676 wordsHigh17.17 websites · 410 wordsHigh · web search not recorded22.910 websites · 436 wordsNot runNot run
Pain analysisKato Sangyo Co., Ltd.All models’ middle: 1.9 per 1,000 wordsHigh2.56 websites · 2,396 wordsHigh2.39 websites · 3,975 wordsThinking2.922 websites · 7,587 wordsThinking1.13 websites · 2,655 wordsNot run
Head to headthe 1 prompt all 4 answered11.1 websites per 1,000 words (middle)7.9 websites per 1,000 words (middle)1.6 websites per 1,000 words (middle)22.2 websites per 1,000 words (middle)

Within a row the prompt is the same, so the figures compare directly: the bar is websites per 1,000 words, on a scale shared by every answer to that prompt; the thin line is the middle answer from all models on that prompt. Across rows, prompts differ (from under 1 to 17 websites per 1,000 words), which is why the column heads compare each answer with the other models on its own prompt. Click a model’s name to show its answers on the map.

Websites per word, by model and reasoning

The more words a report needs for each website it cites, the more there is to read per source. Each answer’s websites per 1,000 words is compared with the other models’ answers to the same prompt. Bars show the typical answer; each circle is one answer.

Opus 5.57 answers on 7 prompts
Medium2 answers, 2 prompts
about the same
High3 answers, 3 prompts
32% more
Extra2 answers, 2 prompts
93% more
Sonnet 5.56 answers on 6 prompts
Medium3 answers, 3 prompts
39% more
High3 answers, 3 prompts
about the same
GPT-6 Luna8 answers on 8 prompts
High4 answers, 4 prompts
−82%
about the same
Max4 answers, 4 prompts
13% fewer
GPT-6.1 Sol21 answers on 14 prompts
Light2 answers, 2 prompts
51% fewer
Medium1 answer
17% fewer
High8 answers, 7 prompts
about the same
Extra High1 answer
about the same
Max8 answers, 8 prompts
27% fewer
Ultra1 answer
about the same
ChatGPT Latest1 answer on 1 prompt
Extra High1 answer
50% fewer
ChatGPT Pro1 answer on 1 prompt
Pro1 answer
about the same
GPT-6 Astra5 answers on 5 prompts
High2 answers, 2 prompts
20% fewer
Max3 answers, 3 prompts
41% fewer
Gemini 3.611 answers on 10 prompts
Thinking11 answers, 10 prompts
−87%
40% fewer
Grok 4.710 answers on 10 prompts
Fast10 answers, 10 prompts
−84%
18% fewer
Qwen3.8-Max7 answers on 7 prompts
Thinking7 answers, 7 prompts
60% more
Qwen3.7-Plus1 answer on 1 prompt
Thinking1 answer
161% more
Qwen3.8-Omni-Flash2 answers on 2 prompts
Thinking2 answers, 2 prompts
105% more
Haiku 5.55 answers on 3 prompts
Medium2 answers, 2 prompts
about the same
Extra3 answers, 3 prompts
43% more
GPT-5.6 Sol1 answer on 1 prompt
Max1 answer
30% fewer
GPT-6 Sol1 answer on 1 prompt
Max1 answer
11% more
DeepSeek1 answer on 1 prompt
DeepThink1 answer
233% more
GLM-5.31 answer on 1 prompt
Not selected1 answer
42% fewer

What this counts, and what it doesn’t. A website is counted once per answer, however many of its pages are linked. The count says nothing about whether a website is reliable or how the answer uses it.

The shaded band is “about the same” (within 10%). avg is the middle answer from the other models on the same prompt; −50% and +100% are equally far from it. Rows with one answer are lighter. K3 is not shown: none of its answers had captured source links.

Shorter, or more websites?

The same answers on two scales: length across, websites up, both against the other models on the same prompt. Diagonal lines mark the same websites per word as the others, so an answer can get there by being shorter, by citing more, or both. Grey dots are the other models’ typical answers.

How to read a mapEach circle is one answer · ◆ the typical answer
Up: more websites. Right: longer. Above the solid diagonal: more websites per word than the others.
Opus 5.57 answers on 7 prompts
Typical: 18% shorter, 63% more websites
21% more websites per word
Sonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerPain analysis · B2B food industry · High 1,179 words · 22 websites · 18.7 per 1,000 words (others’ middle 6.0) · about 14 s of reading per website Length 18% shorter, websites 214% moreBuyer needs · Japanese food buyers · Extra 1,565 words · 22 websites · 14.1 per 1,000 words (others’ middle 5.3) · about 18 s of reading per website Length 25% shorter, websites 120% moreBuyer needs · Japanese food buyers · Extra 1,776 words · 16 websites · 9.0 per 1,000 words (others’ middle 7.4) · about 28 s of reading per website Length 22% shorter, websites 23% morePricing · Food crowdfunding in Japan · Medium 1,250 words · 13 websites · 10.4 per 1,000 words (others’ middle 9.6) · about 24 s of reading per website Length about the same, websites about the sameLocation selection · Food manufacturing in Japan · Medium 1,167 words · 13 websites · 11.1 per 1,000 words (others’ middle 12.4) · about 23 s of reading per website Length 68% longer, websites 63% moreCompetitors list up · KALDI Coffee Farm · High 676 words · 13 websites · 19.2 per 1,000 words (others’ middle 16.9) · about 13 s of reading per website Length 24% longer, websites 63% morePain analysis · Kato Sangyo Co., Ltd. · High 2,396 words · 6 websites · 2.5 per 1,000 words (others’ middle 1.9) · about 99 s of reading per website Length 25% shorter, websites about the sameTypical answer
Sonnet 5.56 answers on 6 prompts
Typical: about the same, 38% more websites
18% more websites per word
Opus 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerSocial media · Food buyers · High 394 words · 6 websites · 15.2 per 1,000 words (others’ middle 17.6) · about 17 s of reading per website Length 38% shorter, websites 50% fewerDaily demand · Japanese daily food · Medium 972 words · 7 websites · 7.2 per 1,000 words (others’ middle 12.3) · about 35 s of reading per website Length 45% shorter, websites 67% fewerBuyer journey · Japanese food buyers · Medium · web search not recorded 1,682 words · 18 websites · 10.7 per 1,000 words (others’ middle 6.2) · about 24 s of reading per website Length 73% longer, websites 177% moreLocation selection · Food manufacturing in Japan · Medium 904 words · 14 websites · 15.5 per 1,000 words (others’ middle 11.1) · about 16 s of reading per website Length 30% longer, websites 75% moreCompetitors list up · KALDI Coffee Farm · High 599 words · 15 websites · 25.0 per 1,000 words (others’ middle 16.9) · about 10 s of reading per website Length about the same, websites 88% morePain analysis · Kato Sangyo Co., Ltd. · High 3,177 words · 6 websites · 1.9 per 1,000 words (others’ middle 1.9) · about 132 s of reading per website Length about the same, websites about the sameTypical answer
GPT-6 Luna8 answers on 8 prompts
Typical: 27% shorter, 28% fewer websites
about the same websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerPricing · Food crowdfunding in Japan · Max 1,246 words · 12 websites · 9.6 per 1,000 words (others’ middle 10.4) · about 26 s of reading per website Length about the same, websites 14% fewerPricing · Food e-commerce in Japan · Max 1,007 words · 14 websites · 13.9 per 1,000 words (others’ middle 10.8) · about 18 s of reading per website Length 26% shorter, websites 22% fewerLocation selection · Food manufacturing in Japan · Max 509 words · 5 websites · 9.8 per 1,000 words (others’ middle 12.4) · about 26 s of reading per website Length 29% shorter, websites 44% fewerPricing · Food quotations in Japan · High 2,529 words · 4 websites · 1.6 per 1,000 words (others’ middle 8.6) · about 159 s of reading per website Length 146% longer, websites 60% fewerReview search · Japan izakaya · High 2,671 words · 5 websites · 1.9 per 1,000 words (others’ middle 0.6) · about 130 s of reading per website Length 46% shorter, websites 150% moreCompetitors list up · KALDI Coffee Farm · High 355 words · 6 websites · 16.9 per 1,000 words (others’ middle 17.1) · about 15 s of reading per website Length 41% shorter, websites 33% fewerPain analysis · Kato Sangyo Co., Ltd. · High 3,180 words · 6 websites · 1.9 per 1,000 words (others’ middle 1.9) · about 134 s of reading per website Length about the same, websites about the samePricing · Taiwan-to-Japan alcohol exports · Max 1,024 words · 5 websites · 4.9 per 1,000 words (others’ middle 6.0) · about 52 s of reading per website Length 52% shorter, websites 58% fewerTypical answer
GPT-6.1 Sol21 answers on 14 prompts
Typical: 33% longer, 10% more websites
17% fewer websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerSocial media · Food buyers · High 654 words · 12 websites · 18.4 per 1,000 words (others’ middle 16.1) · about 14 s of reading per website Length 21% longer, websites 33% moreRegulations · Japan cold outreach · High 744 words · 9 websites · 12.1 per 1,000 words (others’ middle 17.7) · about 21 s of reading per website Length 46% longer, websites about the sameRegulations · Japan cold outreach · Light · web search not recorded 779 words · 3 websites · 3.9 per 1,000 words (others’ middle 17.7) · about 66 s of reading per website Length 53% longer, websites 67% fewerRegulations · Japan cold outreach · Ultra · web search not recorded 661 words · 11 websites · 16.6 per 1,000 words (others’ middle 17.7) · about 15 s of reading per website Length 30% longer, websites 22% moreDaily demand · Japanese daily food · Max 1,755 words · 21 websites · 12.0 per 1,000 words (others’ middle 12.3) · about 21 s of reading per website Length 81% longer, websites 133% moreBuyer journey · Japanese food buyers · Extra High 870 words · 7 websites · 8.1 per 1,000 words (others’ middle 8.2) · about 32 s of reading per website Length 37% shorter, websites 42% fewerBuyer journey · Japanese food buyers · High 1,463 words · 9 websites · 6.2 per 1,000 words (others’ middle 8.2) · about 41 s of reading per website Length about the same, websites 25% fewerBuyer journey · Japanese food buyers · Light 638 words · 4 websites · 6.3 per 1,000 words (others’ middle 8.2) · about 41 s of reading per website Length 54% shorter, websites 67% fewerBuyer journey · Japanese food buyers · Max 4,465 words · 16 websites · 3.6 per 1,000 words (others’ middle 8.2) · about 70 s of reading per website Length 224% longer, websites 33% moreBuyer journey · Japanese food buyers · Medium 591 words · 4 websites · 6.8 per 1,000 words (others’ middle 8.2) · about 38 s of reading per website Length 57% shorter, websites 67% fewerBuyer needs · Japanese food buyers · Max 2,074 words · 11 websites · 5.3 per 1,000 words (others’ middle 12.6) · about 48 s of reading per website Length 33% longer, websites 10% moreBuyer needs · Japanese food buyers · Max 2,642 words · 13 websites · 4.9 per 1,000 words (others’ middle 9.0) · about 51 s of reading per website Length 49% longer, websites 19% fewerPricing · Food crowdfunding in Japan · Max 1,741 words · 19 websites · 10.9 per 1,000 words (others’ middle 9.6) · about 23 s of reading per website Length 39% longer, websites 46% morePricing · Food e-commerce in Japan · Max 1,659 words · 18 websites · 10.9 per 1,000 words (others’ middle 13.3) · about 23 s of reading per website Length 43% longer, websites 29% moreLocation selection · Food manufacturing in Japan · Max 1,140 words · 9 websites · 7.9 per 1,000 words (others’ middle 12.4) · about 32 s of reading per website Length 65% longer, websites 13% morePricing · Food quotations in Japan · High 2,068 words · 10 websites · 4.8 per 1,000 words (others’ middle 8.6) · about 52 s of reading per website Length 102% longer, websites about the sameReview search · Japan izakaya · High 6,259 words · 5 websites · 0.8 per 1,000 words (others’ middle 0.6) · about 304 s of reading per website Length 134% longer, websites 150% moreCompetitors list up · KALDI Coffee Farm · High 410 words · 7 websites · 17.1 per 1,000 words (others’ middle 16.7) · about 15 s of reading per website Length 36% shorter, websites 18% fewerCompetitors list up · KALDI Coffee Farm · High · web search not recorded 436 words · 10 websites · 22.9 per 1,000 words (others’ middle 16.7) · about 11 s of reading per website Length 32% shorter, websites 18% morePain analysis · Kato Sangyo Co., Ltd. · High 3,975 words · 9 websites · 2.3 per 1,000 words (others’ middle 1.9) · about 110 s of reading per website Length 25% longer, websites 50% morePricing · Taiwan-to-Japan alcohol exports · Max 1,408 words · 10 websites · 7.1 per 1,000 words (others’ middle 4.9) · about 36 s of reading per website Length 27% shorter, websites about the sameTypical answer
ChatGPT Latest1 answer on 1 prompt
Typical: 71% longer, 11% fewer websites
50% fewer websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerCompetitors list up · KALDI Coffee Farm · Extra High 935 words · 8 websites · 8.6 per 1,000 words (others’ middle 17.1) · about 30 s of reading per website Length 71% longer, websites 11% fewerTypical answer
ChatGPT Pro1 answer on 1 prompt
Typical: about the same, 13% more websites
about the same websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerCompetitors list up · KALDI Coffee Farm · Pro 547 words · 9 websites · 16.5 per 1,000 words (others’ middle 17.1) · about 16 s of reading per website Length about the same, websites 13% moreTypical answer
GPT-6 Astra5 answers on 5 prompts
Typical: 40% longer, 11% fewer websites
41% fewer websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerPain analysis · B2B food industry · High 1,787 words · 7 websites · 3.9 per 1,000 words (others’ middle 7.0) · about 64 s of reading per website Length 52% longer, websites 30% fewerBuyer needs · Japanese food buyers · Max 2,195 words · 9 websites · 4.1 per 1,000 words (others’ middle 12.6) · about 61 s of reading per website Length 40% longer, websites 18% fewerBuyer needs · Japanese food buyers · Max 2,288 words · 17 websites · 7.4 per 1,000 words (others’ middle 9.0) · about 34 s of reading per website Length 29% longer, websites 31% moreLocation selection · Food manufacturing in Japan · Max 1,088 words · 8 websites · 7.4 per 1,000 words (others’ middle 12.4) · about 34 s of reading per website Length 57% longer, websites 11% fewerPain analysis · Kato Sangyo Co., Ltd. · High 3,593 words · 7 websites · 2.0 per 1,000 words (others’ middle 1.9) · about 128 s of reading per website Length 13% longer, websites 17% moreTypical answer
Gemini 3.611 answers on 10 prompts
Typical: about the same, 50% fewer websites
40% fewer websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerPain analysis · B2B food industry · Thinking 829 words · 5 websites · 6.0 per 1,000 words (others’ middle 7.0) · about 42 s of reading per website Length 42% shorter, websites 50% fewerSocial media · Food buyers · Thinking 457 words · 6 websites · 13.1 per 1,000 words (others’ middle 17.7) · about 19 s of reading per website Length 28% shorter, websites 50% fewerDaily demand · Japanese daily food · Thinking 730 words · 9 websites · 12.3 per 1,000 words (others’ middle 12.0) · about 20 s of reading per website Length 58% shorter, websites 57% fewerBuyer journey · Japanese food buyers · Thinking · web search not recorded 1,070 words · 6 websites · 5.6 per 1,000 words (others’ middle 6.5) · about 45 s of reading per website Length about the same, websites 25% fewerPricing · Food crowdfunding in Japan · Thinking 4,260 words · 25 websites · 5.9 per 1,000 words (others’ middle 10.4) · about 43 s of reading per website Length 241% longer, websites 92% morePricing · Food e-commerce in Japan · Thinking · web search not recorded 1,497 words · 12 websites · 8.0 per 1,000 words (others’ middle 13.3) · about 31 s of reading per website Length 29% longer, websites 33% fewerLocation selection · Food manufacturing in Japan · Thinking · web search not recorded 612 words · 1 website · 1.6 per 1,000 words (others’ middle 12.4) · about 154 s of reading per website Length 14% shorter, websites 89% fewerPricing · Food quotations in Japan · Thinking · web search not recorded 1,026 words · 5 websites · 4.9 per 1,000 words (others’ middle 8.6) · about 52 s of reading per website Length about the same, websites 50% fewerReview search · Japan izakaya · Thinking 4,905 words · 2 websites · 0.4 per 1,000 words (others’ middle 0.8) · about 600 s of reading per website Length 84% longer, websites 60% fewerPain analysis · Kato Sangyo Co., Ltd. · Thinking 7,587 words · 22 websites · 2.9 per 1,000 words (others’ middle 1.9) · about 86 s of reading per website Length 139% longer, websites 267% morePain analysis · Kato Sangyo Co., Ltd. · Thinking 2,655 words · 3 websites · 1.1 per 1,000 words (others’ middle 1.9) · about 222 s of reading per website Length 16% shorter, websites 50% fewerTypical answer
Grok 4.710 answers on 10 prompts
Typical: 11% longer, 16% fewer websites
18% fewer websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerPain analysis · B2B food industry · Fast 1,437 words · 10 websites · 7.0 per 1,000 words (others’ middle 6.0) · about 36 s of reading per website Length 22% longer, websites 43% moreSocial media · Food buyers · Fast 708 words · 12 websites · 17.0 per 1,000 words (others’ middle 16.8) · about 15 s of reading per website Length 31% longer, websites 33% morePricing · Food crowdfunding in Japan · Fast · web search not recorded 1,304 words · 11 websites · 8.4 per 1,000 words (others’ middle 10.4) · about 30 s of reading per website Length about the same, websites 21% fewerPricing · Food e-commerce in Japan · Fast · web search not recorded 1,356 words · 18 websites · 13.3 per 1,000 words (others’ middle 10.9) · about 19 s of reading per website Length 17% longer, websites 29% moreLocation selection · Food manufacturing in Japan · Fast · web search not recorded 713 words · 7 websites · 9.8 per 1,000 words (others’ middle 12.4) · about 26 s of reading per website Length about the same, websites 22% fewerPricing · Food quotations in Japan · Fast · web search not recorded 1,041 words · 9 websites · 8.7 per 1,000 words (others’ middle 5.0) · about 29 s of reading per website Length about the same, websites about the sameReview search · Japan izakaya · Fast 1,830 words · 1 website · 0.6 per 1,000 words (others’ middle 0.8) · about 439 s of reading per website Length 63% shorter, websites 80% fewerCompetitors list up · KALDI Coffee Farm · Fast 721 words · 2 websites · 2.8 per 1,000 words (others’ middle 17.1) · about 91 s of reading per website Length 32% longer, websites 78% fewerPain analysis · Kato Sangyo Co., Ltd. · Fast 1,887 words · 2 websites · 1.1 per 1,000 words (others’ middle 1.9) · about 238 s of reading per website Length 41% shorter, websites 67% fewerPricing · Taiwan-to-Japan alcohol exports · Fast · web search not recorded 2,822 words · 14 websites · 5.0 per 1,000 words (others’ middle 6.0) · about 51 s of reading per website Length 132% longer, websites 87% moreTypical answer
Qwen3.8-Max7 answers on 7 prompts
Typical: 32% shorter, 10% more websites
60% more websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerSocial media · Food buyers · Thinking 624 words · 15 websites · 24.0 per 1,000 words (others’ middle 16.1) · about 11 s of reading per website Length 12% longer, websites 67% moreRegulations · Japan cold outreach · Thinking 508 words · 9 websites · 17.7 per 1,000 words (others’ middle 12.1) · about 14 s of reading per website Length 32% shorter, websites about the sameBuyer needs · Japanese food buyers · Thinking 796 words · 10 websites · 12.6 per 1,000 words (others’ middle 5.3) · about 20 s of reading per website Length 62% shorter, websites about the sameBuyer needs · Japanese food buyers · Thinking 1,007 words · 12 websites · 11.9 per 1,000 words (others’ middle 7.4) · about 21 s of reading per website Length 56% shorter, websites 25% fewerPricing · Food e-commerce in Japan · Thinking 1,115 words · 19 websites · 17.0 per 1,000 words (others’ middle 10.8) · about 15 s of reading per website Length 18% shorter, websites 36% moreLocation selection · Food manufacturing in Japan · Thinking 587 words · 13 websites · 22.2 per 1,000 words (others’ middle 11.1) · about 11 s of reading per website Length 18% shorter, websites 63% morePricing · Food quotations in Japan · Thinking 555 words · 11 websites · 19.8 per 1,000 words (others’ middle 5.0) · about 13 s of reading per website Length 47% shorter, websites 10% moreTypical answer
Qwen3.7-Plus1 answer on 1 prompt
Typical: 27% shorter, about the same websites
161% more websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerPricing · Food quotations in Japan · Thinking 762 words · 10 websites · 13.1 per 1,000 words (others’ middle 5.0) · about 19 s of reading per website Length 27% shorter, websites about the sameTypical answer
Qwen3.8-Omni-Flash2 answers on 2 prompts
Typical: 228% longer, 709% more websites
105% more websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerDaily demand · Japanese daily food · Thinking 3,685 words · 104 websites · 28.2 per 1,000 words (others’ middle 12.0) · about 8 s of reading per website Length 279% longer, websites 1056% moreLocation selection · Food manufacturing in Japan · Thinking 1,914 words · 37 websites · 19.3 per 1,000 words (others’ middle 11.1) · about 13 s of reading per website Length 176% longer, websites 363% moreTypical answer
Haiku 5.55 answers on 3 prompts
Typical: 27% shorter, about the same websites
38% more websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerPricing · Food crowdfunding in Japan · Extra 841 words · 14 websites · 16.7 per 1,000 words (others’ middle 9.6) · about 15 s of reading per website Length 36% shorter, websites about the samePricing · Food e-commerce in Japan · Extra 1,158 words · 20 websites · 17.3 per 1,000 words (others’ middle 12.1) · about 15 s of reading per website Length 19% shorter, websites 25% morePricing · Food e-commerce in Japan · Medium 1,036 words · 10 websites · 9.7 per 1,000 words (others’ middle 12.1) · about 26 s of reading per website Length 27% shorter, websites 38% fewerLocation selection · Food manufacturing in Japan · Extra 693 words · 9 websites · 13.0 per 1,000 words (others’ middle 10.5) · about 19 s of reading per website Length 14% shorter, websites about the sameLocation selection · Food manufacturing in Japan · Medium 485 words · 7 websites · 14.4 per 1,000 words (others’ middle 10.5) · about 17 s of reading per website Length 40% shorter, websites 18% fewerTypical answer
GPT-5.6 Sol1 answer on 1 prompt
Typical: 29% longer, 22% fewer websites
30% fewer websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerPricing · Food e-commerce in Japan · Max 1,499 words · 14 websites · 9.3 per 1,000 words (others’ middle 13.3) · about 27 s of reading per website Length 29% longer, websites 22% fewerTypical answer
GPT-6 Sol1 answer on 1 prompt
Typical: about the same, 11% fewer websites
11% more websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerDeepSeek: typical answerGLM-5.3: typical answerLocation selection · Food manufacturing in Japan · Max 646 words · 8 websites · 12.4 per 1,000 words (others’ middle 11.1) · about 20 s of reading per website Length about the same, websites 11% fewerTypical answer
DeepSeek1 answer on 1 prompt
Typical: 14% shorter, 50% more websites
233% more websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerGLM-5.3: typical answerPricing · Food quotations in Japan · DeepThink 896 words · 15 websites · 16.7 per 1,000 words (others’ middle 5.0) · about 15 s of reading per website Length 14% shorter, websites 50% moreTypical answer
GLM-5.31 answer on 1 prompt
Typical: 230% longer, 70% more websites
42% fewer websites per word
Opus 5.5: typical answerSonnet 5.5: typical answerGPT-6 Luna: typical answerGPT-6.1 Sol: typical answerChatGPT Latest: typical answerChatGPT Pro: typical answerGPT-6 Astra: typical answerGemini 3.6: typical answerGrok 4.7: typical answerQwen3.8-Max: typical answerQwen3.7-Plus: typical answerQwen3.8-Omni-Flash: typical answerHaiku 5.5: typical answerGPT-5.6 Sol: typical answerGPT-6 Sol: typical answerDeepSeek: typical answerPricing · Food quotations in Japan · Not selected 3,387 words · 17 websites · 5.0 per 1,000 words (others’ middle 8.6) · about 50 s of reading per website Length 230% longer, websites 70% moreTypical answer

Both scales run from one fifth to five times the others’ middle answer; an answer beyond that sits on the edge as a dashed circle. Choose a reasoning level to show only those answers. One answer says little, so those maps are lighter.

Same model, same prompt, more reasoning

Only where one model answered one prompt at more than one reasoning level. Here the prompt is the same, so the figures are compared directly.

4 comparisons so far. Reasoning levels are each app’s own labels and are not comparable between vendors. More runs at every level on the same prompts are planned.

Based on 89 of 101 outputs on 15 prompts from 17 models, as of 2026-10-11. Facts, not rankings. How the numbers are counted