AI visibility · GEO score
mlense.in
25
Store score · product pages
Can AI shopping answers read mlense.in's products?
28
AI can reach your products23/30
Product facts0/45
Shopping details5/25
Store checks
9 of 13 not fully passing, with how to fix each
AI can reach your products
23/30- AI crawlers allowedGPTBot, ClaudeBot, PerplexityBot allowed10/10
- Products in the sitemapEvery product listed8/8
- Product update datesSitemap says when products change5/5
- Homepage readable without JavaScript0 words in the homepage HTMLRender your homepage on the server. Crawlers that read raw HTML see an almost empty page when content only appears after JavaScript runs.0/7
Product facts
0/45- Product structured data3 of 3 product pages: no Product schemaAdd Product structured data (JSON-LD) to every product page: name, description, image, brand and an Offer. This is the format search and AI shopping results read.0/12
- Price and currency3 of 3 product pages: no price in the schemaPut the price and currency in the Offer of your Product schema (price and priceCurrency), so answers can quote what the product costs.0/10
- Stock status3 of 3 product pages: stock status missingState stock in the Offer (availability: InStock or OutOfStock). Shopping answers skip products they can't confirm are buyable.0/8
- Product details without JavaScript3 of 3 product pages: name or price only appear after JavaScript runsRender the product name, price and description in the page HTML, not only after JavaScript loads. Many crawlers never run JavaScript.0/10
- Description, image and brand3 of 3 product pages: incompleteGive each product a description of at least a few sentences, an image and a brand in its schema. Thin product facts get summarised badly or not at all.0/5
Shopping details
5/25- Ratings and reviews3 of 3 product pages: no ratings in the schemaShow ratings in the schema (aggregateRating) once you have reviews. Answers to "best X" questions lean heavily on ratings.0/8
- Shipping and returns3 of 3 product pages: no shipping or return detailsDescribe shipping and returns in structured data (shippingDetails and hasMerchantReturnPolicy on the Offer, or a store-wide return policy).0/7
- Product titles and descriptionsEvery product page has both5/5
- Canonical product URLs3 of 3 product pages: missingSet a canonical URL on product pages, so variants and filtered URLs don't split one product into many.0/5
Products we read
Sampled from the sitemap: what a crawler finds on each page without running JavaScript.
- /product/698a01c27e84179dad8ac900No price foundNo stock status1 of 9 product checks
- /product/698c237f03d03ec8f52e3525No price foundNo stock status1 of 9 product checks
- /product/6a991a95eaf1c65773370d49No price foundNo stock status1 of 9 product checks
Biggest quick win
Fix readable without javascript and mlense.in jumps from #959 to #954
+8 points, 25 → 33. Rescan after the fix and the board updates.
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Score over time
1 scan, one point per day
One scan so far. Rescan after a fix and the trend shows up here.
The checks
13 of 16 not fully passing
Access
17/25- AI crawlers allowedGPTBot, ClaudeBot, PerplexityBot allowed12/12
- Readable without JavaScript0 words in the HTML0/8
- SitemapFound5/5
AI guidance
6/25- llms.txtMissing0/8
- llms.txt qualityMissing title, summary or links0/7
- llms-full.txtMissing0/4
- Meta descriptionClear6/6
Structure
2/25- One clear H1Missing or several0/6
- Section headingsThin0/6
- Page titleMissing or too long2/4
- Image alt text1 of 1 images without alt text0/4
- Canonical URLMissing0/5
Facts
0/25- Structured data (JSON-LD)Missing or invalid0/8
- Organization / product schemaNo business or product schema0/7
- Linked profiles (sameAs)No profile links0/4
- Open Graph tagsIncomplete0/6
11 things to fix
- highPut your content in the HTML, not only in JavaScriptAI crawlers don't run JavaScript. Your homepage HTML has 0 words in the HTML, so they see an almost empty page.
- highAdd llms.txt — the resume AI reads about your brandllms.txt is a structured file that tells AI exactly what your company does, your products, pricing, and key pages. Without it, AI has to guess — and it guesses wrong.
- highAdd structured data — stop AI from hallucinating your detailsJSON-LD structured data is machine-readable facts about your brand. Without it, AI makes up your pricing, features and contact info.
- mediumAdd one clear H1 heading — AI's first impression of your pageThe H1 is the first thing AI reads to understand what your page is about.
- mediumStructure content with H2/H3 headingsAI models parse heading hierarchies to build a table of contents of your page. Flat text means AI can't extract specific facts.
- mediumComplete your Open Graph tags (title, description, image)Open Graph tags are the card AI tools and social sites show for your link.
- lowAdd a canonical URLIt tells crawlers which URL is the real one when the same page has several.
- lowAdd llms-full.txt with your docs and pricing in one filellms-full.txt is the long version of llms.txt: everything an AI needs to answer detailed questions, in one plain-text file.
- lowDescribe images with alt text1 of 1 images without alt text. Alt text is the only way crawlers know what an image shows.
- lowLink your official profiles with sameAssameAs ties your site to your X, LinkedIn and GitHub accounts.
- lowGive the page a 10–70 character titleThe <title> is the name AI and search results use for the page.
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[](https://geodify.pro/score/mlense.in)What the AIs say about mlense.in
The score above is the floor. This is how each assistant describes the site when asked.
What ChatGPT, Claude and Gemini actually say about mlense.in: their answers, scores and what to fix.
- ChatGPT: How GPT describes the product, who it's for, and what it gets wrong
- Claude: Whether Claude recommends it, and for which questions
- Gemini: What Gemini says about pricing, features and alternatives
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