The research behind every check

For each check Mantisize runs, here is a short summary of what the evidence says, followed by where it comes from, so you can see why it matters and judge it for yourself.

Mantisize’s scores describe how a page is set up, not where it ranks on Google or whether an AI tool will mention it. Nobody outside Google and the AI companies knows exactly how they choose pages, so we rely on what they publish, on web and accessibility standards, and on research anyone can read.

Where no outside source sets a rule, or where we chose a limit such as a number of words, we say so plainly. Most sources are written in English. Where Microsoft Bing publishes the same advice, its guidelines are listed too.

What the labels mean

Official guidance
Published by a search engine, an AI company, a browser maker or a government.
Standard or law
A web or accessibility standard, an internet standard, or a law and the regulator that explains it.
Published research
A study or research report you can read in full.
Proposal
An idea put forward in public that isn’t an agreed standard yet.
Mantisize’s own rule
No outside source sets this rule. It’s our judgement, with related reading where there is some.
Limit set by Mantisize
The idea comes from the source, but the pass mark (a length, a count or a threshold) is our own choice.

Select a check’s name to read a short summary of the research behind it.

Ready for AI tools

Whether AI tools such as ChatGPT, Claude and Perplexity can reach the page, trust it and quote it.

CheckBased onSources
AI access
AI search crawlers are allowed

OpenAI, Anthropic and Perplexity each publish the names of the robots that fetch pages for their AI answers, and explain how robots.txt allows or blocks them. A page that blocks them can’t be read by those tools, so they’re less likely to show or link to it.

Official guidance
AI training crawlers (your choice)

The same companies, and Google with “Google-Extended”, use separate names for robots that collect text to train AI. They say blocking these doesn’t remove you from their search answers. Blocking them is a fair business choice, so this check never lowers your score.

Official guidance
Content is readable without JavaScript

Google can run a page’s scripts before reading it, but says this takes extra time. A 2024 analysis by Vercel of its own network found that none of the major AI crawlers, including OpenAI’s and Anthropic’s, ran scripts, so text drawn only by scripts was invisible to them. Microsoft Bing also warns that AI systems may not see hidden content.

Published research
llms.txt file (optional)

llms.txt is a 2024 proposal for a short file that points AI tools to a site’s key pages. It isn’t an agreed standard, and Google says no special AI files are needed for its AI features. That’s why we show it for information only, without changing your score.

Proposal
Trust & identity
Identifies who is behind the site

Google’s documentation on Organization markup says it helps Google understand who is behind a site, with its name, logo and contact details. Google’s guidelines for its human quality raters also ask them to look for clear information about who runs a website.

Official guidance
Content names its author

Google’s guidance on helpful content strongly encourages accurate author names where readers would expect them, and warns that invented authors are deceptive. Its quality rater guidelines treat the author’s experience and expertise as part of judging trust.

Official guidance
Content shows a recent date

Google says a clear, visible date helps it understand when a page was published or updated. Its guidance also warns against changing a date to look fresh when the content hasn’t really changed.

Official guidance
Links to About and Contact pages

Google’s quality rater guidelines ask raters to find out who is responsible for a website and how to contact them. Too little of this information is a reason for a lower quality rating. Clear links to About and Contact pages make it easy to find.

Official guidance
Citable content
Includes specific statistics

In a 2024 study of “generative engine optimisation”, researchers from Princeton University and other institutions rewrote web pages in different ways and measured how much AI answers used them. Adding relevant statistics was among the changes that helped most, by up to about 40% in their tests. Their tests used AI systems set up for the study, so real tools may differ. Microsoft Bing also advises backing claims with measurable facts.

Published research
Cites outside sources

The same 2024 study found that citing reliable sources was another of the most effective changes, making pages more visible in AI answers. As with every finding in it, the tests used AI systems set up for the study.

Published research
Includes quotes from people or experts

The same 2024 study found that adding quotes from relevant people or experts also made pages noticeably more visible in AI answers. Its tests used AI systems set up for the study, so real tools may behave differently.

Published research
Headings match real questions

Microsoft Bing advises writing headings and text as direct questions with clear answers, because that mirrors how people search, especially in AI answers. Google, by contrast, says its AI features need no special changes, so treat this as one search engine’s advice rather than a universal rule.

Official guidance
Sections open with a concise answer

Microsoft Bing advises opening with a one- or two-sentence answer that makes sense on its own, so it can be lifted into an AI answer. This matches the “inverted pyramid” long recommended by Nielsen Norman Group: the main point first, details after, because readers often stop early.

Official guidance
Uses lists or tables

A Nielsen Norman Group study found that pages rewritten to be concise, easy to scan (with lists and highlighted words) and objective were 124% more usable. Microsoft Bing also advises lists and tables for steps and comparisons, because they break details into clean pieces that AI can reuse.

Published research
Main content is clearly marked

The HTML standard has a <main> element for a page’s main content, alongside others for the header, menus and footer. Marking content this way helps screen readers, and lets other tools tell the article apart from menus and adverts.

Standard or law

Ready for search engines

Whether search engines such as Google and Bing can find, read and understand the page.

CheckBased onSources
Crawling & indexing
Page is secure

Google announced in 2014 that it uses HTTPS, the secure version of a web address, as a small ranking signal. Browsers also mark pages without it as “Not secure”, and HTTPS protects what visitors type, such as passwords.

Official guidance
Search engines may index this page

A “noindex” setting tells Google not to show a page in its results. Left on by mistake, it keeps the page out of Google completely, which is why this check counts for so much.

Official guidance
Google is allowed to read this page

A robots.txt file tells search robots which parts of a site they may read. Google follows it, so a page blocked there can’t be read properly, although Google may still list its address without a description.

Official guidance
A list of your pages is available

A sitemap is a file that lists the pages you want found. Google says it helps it discover pages, especially on new or large sites, but it doesn’t guarantee that they appear in results.

Official guidance
The main version of this page is set

When the same content loads at more than one address, Google picks one to show. A “canonical” tag tells Google which one you prefer. Google treats it as a strong hint rather than a command.

Official guidance
Page content
Page title is descriptive and well sized

Google says the page title is often used as the headline of your search result, and should be descriptive and concise. Google sets no character limit but cuts long titles short, so the length range we check is our own rule of thumb.

Official guidanceLimit set by Mantisize
Meta description is present and well sized

Google may show the meta description as the short text under your result when it describes the page well. Google sets no length limit; the range we check is our own, based on how much usually fits.

Official guidanceLimit set by Mantisize
Page has one clear main heading

Google’s SEO Starter Guide recommends headings that show how a page is organised, and accessibility guidance says the main heading should describe the page. Google doesn’t require exactly one main heading; that part is our own rule for clarity.

Official guidanceLimit set by Mantisize
Headings follow a logical order

W3C’s accessibility guidance asks for headings in order, without skipping levels, so people using screen readers can find their way around. Google says heading order doesn’t matter for its results, so this check is for readers rather than for Google.

Standard or law
Page has enough readable content

Google says it has no preferred word count, and rewards pages that fully answer a visitor’s question. Very short pages rarely do, so we warn below a word count we chose ourselves. It’s a rough sign, not a Google rule.

Official guidanceLimit set by Mantisize
Images have descriptions

WCAG, the international accessibility standard, asks for a text description of every meaningful image so blind visitors know what it shows. Google also uses these descriptions (alt text) to understand images.

Standard or law
Technical
Page fits phone screens

Google mainly uses the phone version of a page for its results, which it calls mobile-first indexing. Without the “viewport” setting, a phone shows a tiny desktop page that is hard to read and use.

Official guidance
Page language is declared

WCAG asks every page to state its language, so screen readers pronounce words correctly and browsers can offer translation. Google says it works out the language from the visible text and ignores this setting, so the check helps visitors rather than rankings.

Standard or law
Server responds quickly

Time to first byte is how long a server takes to start sending a page. Google’s web.dev guidance calls 0.8 seconds or less good and over 1.8 seconds poor, the limits we use. We measure once from our own server, which isn’t the same as Core Web Vitals from real visitors. A Deloitte study commissioned by Google found that slightly faster mobile pages led to more sales.

Official guidance
HTML is compressed

Servers can compress a page before sending it, with methods such as gzip or Brotli, and browsers unpack it on arrival. Mozilla’s documentation explains how this works. Smaller pages arrive faster, especially on slow phone connections.

Official guidance
Social sharing settings are set

The Open Graph protocol sets the title, text and picture shown when someone shares your link on social networks or in chat apps. It doesn’t affect Google rankings, but it decides how your page looks when it’s shared.

Official guidance
Hidden labels for search engines are valid

Structured data is hidden labelling that tells search engines what a page is about, such as a business, a product or an article. Google uses it to understand pages and for richer results, but correct labels don’t guarantee them. We only check that the labels can be read without errors.

Official guidance

Site health

The basics that keep visitors safe and a site trustworthy: legal pages, links, speed, accessibility and security.

CheckBased onSources
Legal & trust
Easy to get in touch

EU law on online services asks businesses to give an email address or another quick way to reach them, and the UK has the same rule. Google’s quality rater guidelines also treat clear contact details as part of judging whether a site can be trusted.

Standard or law
Links & addresses
Missing pages show a helpful error page

Google asks that missing pages send a real “404 not found” status, not an ordinary page that only says “not found”, which it calls a soft 404. A helpful error page also keeps lost visitors on your site.

Official guidance
Each page has one address

If a page loads at both the www and non-www address, or at both http and https, Google has to choose one. Google recommends picking one address and permanently redirecting the others to it.

Official guidance
Links that open new tabs are protected

Links that open a new tab used to let the new page take control of the old one, a trick used for scams. Adding rel="noopener" stops this. Mozilla’s documentation notes that modern browsers now do this by default, so the risk is mainly on older browsers.

Official guidance
Performance
Images use modern formats

Google’s web.dev guide explains that WebP images are usually noticeably smaller than JPEG or PNG at the same quality, and AVIF is newer and often smaller still. Smaller images load faster, especially on phones.

Official guidance
Images reserve their space

When an image has no width and height set, the browser can’t keep space for it, so text jumps as it loads. Google measures this “layout shift” as one of its Core Web Vitals and recommends setting image sizes to prevent it.

Official guidance
Images lower down load when needed

Browsers can wait to load images until a visitor scrolls near them, with loading="lazy". Google’s guide says this saves data and speeds up the first view, but images at the top of the page should load straight away.

Official guidance
Text shows while fonts load

When a page uses its own font, some browsers hide the text until the font arrives. Google’s guide recommends “font-display: swap”, so text appears at once in a standard font and switches when the custom one is ready.

Official guidance
Files are cached by browsers

Caching lets a browser keep files it has already downloaded, so returning visitors don’t fetch them again. Google’s guide explains how a long “Cache-Control” lifetime does this for files that rarely change.

Official guidance
Key files are fetched early (optional)

A “preload” hint tells the browser to fetch a key file, such as the main font or picture, early. Google’s guide says it can speed up loading when used for a few important files. It’s optional, so it never lowers your score.

Official guidance
Accessibility
Page is built from proper building blocks

W3C’s guidance on landmarks (header, navigation, main content and footer) explains that screen readers let people jump between these areas. Pages built from them are much easier to find your way around without seeing them.

Standard or law
Keyboard focus stays visible

WCAG requires that people using a keyboard can always see which link or button is selected. We look for styles that hide this outline without putting something in its place.

Standard or law
Text contrast (not measured)

WCAG asks for a contrast of at least 4.5 to 1 between normal text and its background, so people with low vision can read it. The WebAIM Million, a yearly test of one million home pages, finds low-contrast text is the most common problem. We don’t measure contrast, because that needs the page drawn on screen, and we say so rather than guess.

Standard or law
Security
Insecure addresses redirect to the secure one

Visitors who type your address without https:// should land on the secure version. Mozilla’s documentation explains that a permanent redirect does this, and that the browser setting below (HSTS) closes the gap the redirect leaves.

Official guidance
Browsers are told to always use the secure version

HSTS is an internet standard (RFC 6797) that tells browsers to always use the secure version of your site, even when someone types or clicks an http:// link. Without it, a visit that starts at http:// can be intercepted before the redirect.

Standard or law
Security settings protect visitors' browsers

OWASP, a non-profit that publishes web security guidance, lists settings (headers) that a server can send so browsers block common attacks, such as your page being loaded inside another site or harmful scripts running. We check for the main ones it recommends.

Official guidance
Site icon is set for tabs and phones

Google shows a site’s icon next to its search results and explains how to set one. Browsers also show it in tabs and bookmarks, which helps visitors recognise your site.

Official guidance

Readability

Whether people find the page easy to read and use, free of distractions and written for humans.

CheckBased onSources
Easy to read
Sentences are easy to follow

GOV.UK, the UK government’s website, keeps sentences to 25 words or fewer, citing research that readers understand much less as sentences get longer. We warn above an average of 20 words, a slightly stricter limit of our own.

Official guidanceLimit set by Mantisize
No walls of text

Nielsen Norman Group’s research on how people read online found that they scan, and that short paragraphs with one idea each make pages easier to use. The 150-word limit we use is our own.

Published researchLimit set by Mantisize
Long text is broken up by subheadings

The same research found that meaningful subheadings help readers scan a page and find what they need. We ask for a subheading at least every 350 words; that number is our own.

Published researchLimit set by Mantisize
Uses everyday words

The Flesch reading ease score, published by Rudolf Flesch in 1948, rates text by the length of its sentences and words. A score of 60 or more is roughly plain English. It was made for English, so we score English pages only and say other languages aren’t measured.

Published research
Text isn’t written in capitals

The GOV.UK style guide says not to write long text in capital letters, because it’s hard to read. We look for runs of six or more words in capitals.

Official guidance
Easy for everyone to use
Buttons and icon links have names

WCAG requires every button and link to have a name that assistive technology can read out; an icon without a label is announced only as “button”. The WebAIM Million finds empty links and buttons among the most common problems on home pages.

Standard or law
Form fields are labelled

WCAG asks for a label on every form field. W3C’s forms tutorial explains that grey placeholder text isn’t a replacement, because it disappears as people type and is often hard to see.

Standard or law
Visitors can zoom in

WCAG asks that text can be enlarged to twice its size without losing content. Phone settings that block pinch-to-zoom stop people with low vision from doing this.

Standard or law
Text is a comfortable size

No standard sets a minimum text size; WCAG asks instead that text can be enlarged. Browsers start at 16 pixels, and our limit of 14 pixels is our own rule of thumb.

Mantisize’s own rule
Videos have captions

WCAG asks for captions on recorded videos with sound, so deaf visitors, and anyone watching with the sound off, can follow them.

Standard or law
Free of distractions
Nothing plays sound by itself

WCAG asks that any sound playing by itself for more than three seconds can be paused or turned down. Sound that starts on its own can also drown out a screen reader.

Standard or law
Movement can be turned off

WCAG asks that moving, blinking or scrolling content can be paused, and that animation set off by scrolling can be turned off. Devices let people ask for less motion, and pages can respect that with the “prefers-reduced-motion” setting. Motion can make some people dizzy or sick.

Standard or law
No pop-ups in the way

Google’s guidance explains which pop-ups get in the way, such as ones that cover the content as soon as you arrive, especially on phones, and suggests less intrusive banners. We can’t see when a pop-up appears, so this check only warns.

Official guidance
Ads don’t crowd the content

The Coalition for Better Ads, a group of advertisers and publishers, researched which ads people find most annoying, with more than 150,000 people taking part. Its Better Ads Standards list them, such as pop-up ads, video that plays with sound and ads covering most of a phone screen.

Published research
Sounds human
No placeholder or leftover AI text

Leftover text such as “Lorem ipsum” or “As an AI language model” tells readers nobody checked the page. Google says it judges content by its quality however it was made, and its spam policies cover pages made in bulk with little value. Bing’s guidelines also warn about large amounts of content made without editorial review.

Official guidance
Free of stock AI phrases

A 2025 study in Science Advances counted words in more than 15 million medical research summaries and found a sudden rise in words such as “delves” and “showcasing” after ChatGPT arrived. Our list of about 40 phrases, and the limit of 2 per 1,000 words, are our own. They’re signs, not proof: a person can write them too.

Published researchLimit set by Mantisize
Says each thing once

The same sentence appearing three or more times is a common sign of text that was generated or copied in bulk. This is our own check. Google’s guidance on helpful content asks whether a page adds real value rather than repeating itself.

Mantisize’s own rule

Live AI Test

The Live AI Test asks AI tools that search the web, such as ChatGPT, Perplexity and Claude, the kind of question a customer would ask, built from what your website says you offer and where. Ordinary code then reads the answers: a link to your website among the sources counts as a citation, your business’s name in the answer counts as a mention, and the share of citations shows which websites the tools linked to instead.

Each company documents how its tool searches the web and lists its sources, and we only read those sources. The 2024 GEO study measured how often pages are used in AI answers in a similar way, with AI systems set up for the study. AI answers change from one question to the next, so the test is a small sample on one day, not a measure of how often you appear. It doesn’t change your scores.

Sources

What this page can’t tell you

  • Search engines and AI tools change how they work, and their documents change too. We last checked these sources on 6 November 2026.
  • Passing a check is a good sign, not a promise of rankings, visitors or mentions in AI answers.
  • Some studies tested their own set-ups rather than the tools you use, and the summaries say so where it matters.

Found a source that’s wrong or out of date? Tell us.