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See how AI search reads a page and fix it in one prompt

Lumi GEO shows what AI crawlers really read on a page, what they miss, and gives you the code to fix it.

Hacker News 最新GoarDev2026/10/31 · 2 天前24 分钟阅读

以下正文同步自 Hacker News 最新,版权归原站所有,已转换为易读排版。

Lumi GEO shows what AI crawlers really read on a page, what they miss, and gives you the code to fix it.

Add to Chrome, it’s freeWatch the demo

Free: 5 analyses a day

No account

Nothing sent

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boulangerie-des-dunes.example

What you seeWhat AIs see

Boulangerie des DunesAccueilNos painsContact

Le pain au levain, comme au bord de la mer

Chaque matin à 5 h, notre four à bois cuit des pains au levain naturel.

Farine T80 bio, levain de 12 ans, 24 h de fermentation.

Beurre AOP, feuilletage maison sur trois jours.

La spécialité bretonne, caramélisée à cœur.

Quels sont vos horaires d’ouverture ? Du mardi au dimanche, de 6 h 30 à 19 h 30.

Le pain au levain, comme au bord de la mer

Chaque matin à 5 h, notre four à bois cuit des pains au levain naturel.

Farine T80 bio, levain de 12 ans, 24 h de fermentation.

Beurre AOP, feuilletage maison sur trois jours.

La spécialité bretonne, caramélisée à cœur.

Quels sont vos horaires d’ouverture ? Du mardi au dimanche, de 6 h 30 à 19 h 30.

Without JavaScript, AI crawlers only read 30% of this page.Real analysis of a fictional demo site.DAI view 52/100

Demo · 26 seconds

One full analysis of a fictional demo site: the robot view right on the page, the score, then the code to copy.

They only read the HTML sent by the server. Whatever a site adds afterwards with JavaScript does not exist for them: they can’t understand it, so they can’t cite it.

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That’s where I come in: I read the page like they do, then I show you what they miss.

What an AI crawler reads

Title and introduction

On the fictional demo site shown on this page, 70% of the text only appears after JavaScript runs.

No account, no setup: Lumi GEO works on the page you are looking at.

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I tell you each step as I go: no black box.

On any page, in Chrome. The side panel opens for this tab only, then you start the analysis.

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Lumi GEO

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Ready to look at this page?

Start the analysis

2Step 2: Lumi reads the page

Like an AI crawler: the raw HTML, robots.txt and the structured data. About three seconds.

Reading the pageDoneIn progressUp next

Looking at it like an AI crawlerDoneIn progressUp next

Checking robots.txtDoneIn progressUp next

Working out the scoreDoneIn progressUp next

Analysis finished: 75/100

A score out of 100, the priorities with the points they are worth, and the code to copy.

Describe the FAQ to the AIs+6 pts

"@type": "FAQPage", "mainEntity": […]CopyCopied!

Complete the sharing tags+2 pts

One done! On to the next?

Lumi GEO downloads the raw HTML of the page and compares it with the page on your screen.

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Look at the page: I’m lighting up what AI crawlers can’t see.

Farine T80 bio, levain de 12 ans, 24 h de fermentation.

Beurre AOP, feuilletage maison sur trois jours.

La spécialité bretonne, caramélisée à cœur.

Du mardi au dimanche, de 6 h 30 à 19 h 30.

The hatched areas are invisible to AI crawlers: 70% of the text of the page.

Each problem fits on one line, with what fixing it is worth. One click opens it: what it means, how to fix it, and the code to copy.

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Very good foundation! Most important: 70% of the text is invisible to AIs.

For each AI crawler (search, on-demand browsing, training), Lumi GEO tells you whether it can read the site and the page, with the exact robots.txt line that decides.

Blocking training crawlers is a legitimate editorial choice: it costs no points.

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A blocked search crawler can’t cite the site. A blocked training crawler? That’s the site’s call.

1User-agent: *2Allow: /3 4User-agent: GPTBot5Disallow: /6 7User-agent: PerplexityBot8Disallow: /

AI search

OAI-SearchBot OpenAI✓Allowed

PerplexityBot Perplexity✕Blocked

Line 8: “Disallow: /”. It cannot cite the site.

With the AI built into Chrome (Gemini Nano), which runs on your computer:

An answer only counts if the quoted sentence really exists on the page: the AI cannot invent anything.

iInfoRequires a compatible computer (requirements set by Chrome). Otherwise, everything else works normally.

The page does not answer it: an idea for the FAQ.

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No quote, no answer. That’s my golden rule.

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I never fill a blank with a guess: you’ll see “TO COMPLETE” instead.

{ "@type": "Organization", "name": "Boulangerie des Dunes", "url": "https://boulangerie-des-dunes.example/", "logo": "TO COMPLETE: logo URL (square image, 112 px minimum)", "sameAs": [ "TO COMPLETE: URLs of the official profiles (LinkedIn, Facebook, Wikipedia…)" ]}

Excerpt of the code generated for the fictional demo site: the name and the URL come from the page, the logo and the profiles do not, so they are left to complete.

PDF auditPro

One analysis becomes a deliverable: what holds the page back in SEO, GEO and AEO, and in which order to fix it.

See a sample audit (PDF)Included in Pro →

Action plan

No account, no trial that ends: 5 full analyses every day, for free.

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Start for free. Pro is for sending real audits, analysing without counting, and for me to read the page for you.

5 full analyses a day: 4 pillars and a score out of 100

The robot view, shown on the page

The 14 AI crawlers in robots.txt

The code to fix it (JSON-LD, llms.txt)

Speed (Core Web Vitals) and trust signals (E-E-A-T)

Re-analysing a page already analysed today: free. After that, new pages still show their score

Add to Chrome, it’s free

Lumi GEO ProPro

€9.99per month, no commitment

Everything in Free

A PDF audit with your brand and an action plan to raise the score, or a fix plan with a prompt for your AI

Unlimited analyses

The whole site: up to 20 pages at once, seen as AI crawlers see them

Lumi reads the page with Chrome’s AI and rewrites the paragraphs that are hard to quote (compatible computer required)

Score tracking for each page

See a sample audit (PDF, 9 pages)

Go Pro · €9.99/monthOr pay yearly: €89 (3 months free)

Secure payment by Lemon Squeezy. Your license key arrives by email: paste it in Lumi GEO (Pro button) and you’re done. Cancel anytime.

By subscribing, you accept the terms of use and Lemon Squeezy’s buyer terms.

No account, no server, no browsing data sent. This website keeps the same spirit: no cookie, no ads, only anonymous visit statistics.

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I only look when you ask me to, and only at that tab.

Only when you click

The analysis only starts when you click the icon, and only on that tab: no permanent access to websites.

Nothing collected

No browsing data collected, no telemetry, no ads.

Kept on your computer

Preferences, score history and the daily count of free analyses stay on your computer.

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Ask away, I love questions. Especially the ones a page should answer!

Yes, up to 5 full analyses a day: the 4 pillars, the robot view, the AI crawlers and the code to fix it. Re-analysing a page already analysed today is free, and past 5 pages, new pages still show their score and their 4 pillars. Lumi GEO Pro (€9.99 per month, no commitment) adds unlimited analyses, Lumi reading the page with Chrome’s AI, score tracking for each page and the PDF report.

Two reports from the same analysis. The client audit carries your brand (name, logo, client): the current score and the score once everything is fixed, a summary, an action plan in steps with the effort and the points of each fix, the detail of every fix with its code, and annexes (AI crawlers, Google preview, structured data, speed, trust signals, glossary). The fix plan is for you: every fix in order, with the code and a ready-made prompt for ChatGPT, Claude, Cursor or Copilot. Everything is made in your browser and saved as a PDF by Chrome.

GEO (generative engine optimization) helps generative AIs like ChatGPT, Perplexity, Claude or Gemini understand, trust and cite a page. AEO (answer engine optimization) is about giving clear, direct answers to the questions people ask. Lumi GEO checks both, along with classic SEO and what AI crawlers see without JavaScript.

No. The score is an indicator of Lumi GEO, not a Google or AI metric. It shows what helps AIs read and understand a page, and what to fix first; nobody can guarantee a citation.

Yes: any web page open in Chrome, yours or not. Chrome does not let extensions read its own pages (chrome://…) or the Chrome Web Store. Lumi GEO only reads the page you click on, when you click.

It uses the AI built into Chrome (Gemini Nano), with requirements set by Chrome: Chrome 138 or newer on Windows, macOS or Linux, 22 GB of free space, and a graphics card with more than 4 GB of memory or 16 GB of RAM. The first time, Chrome downloads its model. On other computers, everything else in Lumi GEO works normally.

Not necessarily. llms.txt is a community proposal, not an official standard, and it does not guarantee being cited by AIs. Lumi GEO checks it as a bonus, without counting it in the score.

You pay securely with Lemon Squeezy, the payment provider. Your license key arrives by email: paste it in Lumi GEO with the Pro button. The subscription costs €9.99 per month, with no commitment, or €89 per year (3 months free).

Chrome 116 or newer on a computer, and Chromium browsers compatible with Chrome’s side panel. The interface is in English and French, following Chrome’s language.

One click on a page: the score, what AI crawlers miss, and the code to fix it. Free, 5 analyses a day.

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