Content density chart of this comparison: words in each answer against websites cited
← Library · Model comparisons Model comparison

Which AI model searches the web better on a Japan cold-outreach rules question?

We gave three AI models the same question. The saved records show web search on for GPT-6.1 Sol at High, Qwen3.8-Max, and K3, and do not say for GPT-6.1 Sol at Light and Ultra. 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 5 Oct 2026 · links not checked

The test question

As asked, word for word.

What's the cold outreach regulations in Japan? and how do domestic companies deal with it?

The question has two parts, the rules and what Japanese companies do about them. The rules sit in statutes and regulator guidance. Company practice would show up in practitioner pages. It tests whether a model finds both kinds of page.

Measured · content density

Which model researched further?

11 websitesGPT-6.1 Sol at Ultra, the widest search
9 websitesGPT-6.1 Sol at High and Qwen3.8-Max, the same breadth
0 to 3GPT-6.1 Sol at Light and K3, the two narrowest
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. 1 answer has no links in the saved copy and is 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.

35cited links across 4 answers, none opened yet
1answer 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. Higher effort cited more websites in fewer words.

    GPT-6.1 Sol at Light wrote 779 words and cites 3 websites. At High it wrote 744 words and cites 9. At Ultra it wrote 661 words and cites 11.

  2. The Light answer cites only a law database, a regulator, and an association.

    Its three websites are the e-Gov law database, the Personal Information Protection Commission, and the Japan Data Communications Association. The High and Ultra answers add company and press-release pages, such as prtimes.jp, support.haihaimail.jp, and legal.hubspot.com.

  3. K3 describes the rules and links nothing.

    K3 wrote 758 words on the email and telephone rules and the penalties. The library counts 0 links and 0 websites for it.

All 5 answers

Every answer, with its numbers.

ModelSettingAskedWordsWebsitesLinks
GPT-6.1 SolOpenAILight5 Oct 202677933
GPT-6.1 SolOpenAIHigh5 Oct 2026744910
GPT-6.1 SolOpenAIUltra5 Oct 20266611112
Qwen3.8-MaxAlibabaThinking5 Oct 2026508910
K3MoonshotHigh5 Oct 2026758–No links in the saved copy

The first capture of Qwen3.8-Max, which a published correction replaced, is 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.