Content density chart of this comparison: words in each answer against websites cited
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Which AI model searches the web better on a B2B food communication-gap question?

We gave six AI models the same question with web search on. This page counts the websites each answer cites and sets that against the answer's length. We have not yet opened the cited links to see whether they back the answers. It compares the models, not their advice.

AI-generated · unverified · asked 6 Oct 2026 · links not checked

The test question

As asked, word for word.

There are always communication gaps between buyers and suppliers in the B2B food industry. Find out what are those gaps, figure out why those gaps are keep happening, and research solutions that are actually worked based on the fact.

The question names no country, product, or company. It asks for the gaps, why they keep happening, and solutions that actually worked, based on fact. That calls for surveys, case studies, and trade press. It tests whether a model finds such pages and links them.

Measured · content density

Which model researched further?

22 websitesOpus 5.5, the widest search
5 to 10GPT-6 Astra, Gemini 3.6, and Grok 4.7, in the middle
0 websitesQwen3.8-Max and K3, which have no countable links
One dot per answer with links. Across: answer length in words. Up: distinct websites cited. A dot high on the chart drew on more sources. The shape is the vendor. Hover or tab to a dot for its numbers. 2 answers have no links in the saved copy and are not drawn.
Show as a table
AnswerWordsWebsites cited

More websites means the model looked further. It does not mean the answer is right. That needs the link check below, which has not run for this question.

Not measured yet · cited links

Do the cited pages back what the models wrote? Not checked yet.

In a checked comparison, we open every cited link and compare the page with the passage that cites it. For this question that has not happened. The numbers below say how much there is to check.

58cited links across 4 answers, none opened yet
2answers with no links in the saved copy
0passages graded

Cited links · one square per link, none opened yet

One hollow square per cited link, in the order of the answers table. The squares count links, not websites: an answer that cites one page ten times has ten squares and one website. When the check runs, each square turns grey, red, or red-outlined, and this chart becomes the one a checked comparison shows.

Until then, treat every figure in these answers as a lead, not a fact. Open the page before a number goes into your plan. To see what a finished check looks like, read the comparison How effective are interpreters and translation tools at trade-show booths in Japan?.

Our reading · Dorado's view, not a measurement

What this means when you pick a model for research.

  1. A source list inside a code block is not counted.

    Qwen3.8-Max names its sources in the text, with a publisher and a date or year. It also lists 14 of them with addresses, but inside a code block, which the library's count skips. Its count of 0 websites means no countable link, not no sources. K3 names no publisher and gives no link.

  2. One answer links mostly to this library.

    Gemini 3.6 writes publisher names such as Food Manufacture, GS1 UK, and Food Safety Tech as its link text. In its saved copy, 11 of its 20 linked addresses are AI Report Library pages. Nine are Opus 5.5's answer to this same question, and two are GPT-6 Astra's. We have not opened the links, so we say nothing yet about what any page shows.

  3. Length and breadth do not move together.

    GPT-6 Astra wrote the longest answer, 1,787 words, and cites 7 websites. Opus 5.5 cites 22 websites in 1,179 words.

All 6 answers

Every answer, with its numbers.

ModelSettingAskedWordsWebsitesLinks
Opus 5.5AnthropicHigh6 Oct 20261,1792225
GPT-6 AstraOpenAIHigh6 Oct 20261,787713
Gemini 3.6GoogleThinking6 Oct 202682956
Grok 4.7xAIFast6 Oct 20261,4371014
Qwen3.8-MaxAlibabaThinking6 Oct 20261,403–No links in the saved copy
K3MoonshotHigh6 Oct 2026988–No links in the saved copy

Each model appears once, as the library now publishes it. Four earlier captures that a published correction replaced are not shown. Each model name opens that answer in full.

The research plan
$50 first month, then $200 a month

Want the sources checked for your product?

These answers are unchecked. In the research plan, we open the sources, check the dates, and correct what is wrong before the brief reaches you.