02 Top fixes

Start with these 5

Recommended actions based on the captured evidence. Each includes an estimated effort, a suggested owner and the finding behind it. Priority is not a promise of score uplift.

1. Action requiredAbout 4 hours of work for whoever looks after your website. Recheck after publishing; AI visibility improvements and timing are not guaranteed.

   1. Goal: Your product pages carry complete Product markup

   All six product pages checked—including Hipster Galactic, Brief Brekkie, and Brief Galactic—are missing product schema, the hidden product summary that AI assistants and search engines read. A customer asking an AI assistant about these products may therefore get incomplete information when comparing options. Add this summary to all six pages so your product details can support two more questions shoppers ask while choosing.

   What we found: Missing Product schema entirely on 6 of 6 product pages — https://bummer.in/products/hipster-galactic · on 6 pages

   Related to 2 questions shoppers ask at the decision stage.

2. Action requiredAbout 2 hours of work for whoever looks after your website. Recheck after publishing; AI visibility improvements and timing are not guaranteed.

   2. Goal: Your FAQ page carries FAQ markup

   Your FAQs page has no FAQPage schema, the hidden question-and-answer summary that AI assistants and search engines read. Add this summary using the questions and answers already on the page, so AI assistants can use them when answering the identified shopper question before purchase.

   What we found: No FAQPage schema on 1 of 1 FAQ pages — https://bummer.in/pages/faqs

   Related to 1 question shoppers ask at the decision stage.

3. Action requiredAbout 5 hours of work for whoever writes your product pages. Recheck after publishing; AI visibility improvements and timing are not guaranteed.

   3. Goal: You explain how it fits and how it is used

   Your homepage and the rest of the readable pages we found provide no fit guidance. Add clear instructions to the relevant product pages explaining how shoppers should choose the right fit and use any measurements you provide. Without this, an AI assistant cannot answer a customer’s fit question, which can stop them from buying.

   What we found: No fit guidance anywhere in the readable set — https://bummer.in

   Related to 1 question shoppers ask at the decision stage.

4. Needs workAbout 1 hour of work for whoever looks after your website. Recheck after publishing; AI visibility improvements and timing are not guaranteed.

   4. Goal: Your brand details are marked up

   On your Matching Pair page, your hidden organization summary is present but is missing “sameAs” links, which connect Bummer to its official brand profiles. Add the official profiles you control to this summary. Without those identity links, an AI assistant has less evidence that the page and those profiles represent the same business, so it may give shoppers a less confident answer about your brand.

   What we found: Organization present but missing sameAs — https://bummer.in/pages/matching-pair

5. Action requiredAbout 6 hours of work for whoever looks after your website. Recheck after publishing; AI visibility improvements and timing are not guaranteed.

   5. Goal: Price and stock are in the simple version AI reads

   All 6 product pages tested, including Hipster Galactic, Brief Brekkie, and Brief Galactic, show no price when the page’s interactive code does not load. Put each product’s price directly in the basic page text rather than loading it only through that code. Otherwise, an AI assistant may be unable to tell a shopper what the item costs when they are choosing whether to buy.

   What we found: No price in the no-JS page body on 6 of 6 product pages — https://bummer.in/products/hipster-galactic · on 6 pages

   Related to 1 question shoppers ask at the decision stage.

03 What AI says about you

What AI says about you · 8

We asked AI assistants the questions your shoppers ask and counted how often they named you. These measure AI answers, not actual sales.

Measured on ChatGPT. Premium asks Gemini and Perplexity too.

Every question, and every answer

Each question we asked, and what each AI assistant replied in its own words. Open a question to see the answer and the sites it cited.

04 How AI describes you

What AI says when it does name you

05 Where AI looks

Where AI looks · 46 sources

Across the 27 answers that cited a source, the engines cited 46 sources, and your own site was one of them 6 times. 40 sources were cited only in answers without your brand. This describes the answers, not whether those pages mention you. Review the pages before taking action.

Where to work, off your own site · 40

Everything in the list above this one is work on your own website. These are not: they are the places the engines already read when they answered about your category, and did not find you.

The pages behind the answers

Pages cited in the stored answers, most-cited first. Open each page to check its content; a citation does not establish that every statement in an answer came from that page.

1. 4https://www.gq.com/story/best-underwear-for-menhttps://www.gq.com/story/best-underwear-for-menthird party
2. 3Good Housekeeping Best Shapewear 2026https://www.goodhousekeeping.com/clothing/g71772805/best-shapewear/third party
3. 3Good Housekeeping's recent shapewear testinghttps://www.goodhousekeeping.com/clothing/g71772805/best-shapewear/?utm_source=openaithird party
4. 2bummer.inhttps://bummer.in/pages/shipping?utm_source=openaiyour page
5. 2darntough.comhttps://darntough.com/pages/contact-us?form_type=contact&utm_source=openaithird party
6. 2https://freecultr.com/blogs/blog/best-indian-underwear-brands-ranked-by-fabric-for-freecultr-and-xyxx?utm_source=openaihttps://freecultr.com/blogs/blog/best-indian-underwear-brands-ranked-by-fabric-for-free…third party
7. 2knix.comhttps://knix.com/pages/returns-and-exchanges?variation=B&utm_source=openaithird party
8. 2knix.comhttps://knix.com/products/super-leakproof-cotton-boybrief?utm_source=openaithird party

06 You vs competitors

Which brands AI recommends

07 What AI can read on your site

What AI can read on your site · 55

We compare downloaded page content with an attempted browser-rendered view. Content loaded later or stored in images may be missing from our text capture. These checks describe what our crawler captured, not what every AI assistant can see.

• Needs fixingPrice and stock are in the simple version AI readscounts a lot

  What we found on your site: No price in the no-JS page body on 6 of 6 product pages — check it here: https://bummer.in/products/hipster-galactic

  Expected: Server-rendered price text

• Needs fixingYour product pages carry complete Product markupcounts a lot

  What we found on your site: Missing Product schema entirely on 6 of 6 product pages — check it here: https://bummer.in/products/hipster-galactic

  Expected: Product + Offer with price, priceCurrency, availability, sku, brand

• Needs fixingYour FAQ page carries FAQ markupcounts a fair amount

  What we found on your site: No FAQPage schema on 1 of 1 FAQ pages — check it here: https://bummer.in/pages/faqs

  Expected: FAQPage with mainEntity question/answer pairs

• Could be betterYour brand details are marked upcounts a little

  What we found on your site: Organization present but missing sameAs — check it here: https://bummer.in/pages/matching-pair

Worth checking · not part of your score

Things we could not find in the 28 pages we read. If they are already on your site, AI may be missing them too.

• Worth checkingThe facts that decide a sale are text, not pictures

  What we saw: alt="Underwear For Men Designed Specifically For Active Lifestyles" — decisive content with no text equivalent — check it here: https://bummer.in/blogs/weekly-brief

• Worth checkingYour sizes and colours are marked up

  What we saw: Visible variant selector but no variant markup on 6 of 6 products — check it here: https://bummer.in/products/hipster-galactic

• Worth checkingYour articles and page trail are marked up

  What we saw: No BreadcrumbList found on any sampled page — check it here: https://bummer.in

• Worth checkingYou have every page a shopper goes looking for

  What we saw: 1 of 7 required page types missing: Warranty — check it here: https://bummer.in/sitemap.xml

• Worth checkingYou explain how it fits and how it is used

  What we saw: No fit guidance anywhere in the readable set — check it here: https://bummer.in

• Worth checkingShipping and returns are written on the page

  What we saw: In text: shipping cost, delivery window. Absent: return window, return postage — check it here: https://bummer.in/pages/shipping

• Worth checkingWarranty or subscription terms are spelled out

  What we saw: In text: repair or replace. Absent: warranty length, coverage — check it here: https://bummer.in

• Worth checkingYou have pages that help a shopper choose

  What we saw: 0 pages matching how-to-choose / comparison patterns across 150 discovered URLs — check it here: https://bummer.in/sitemap.xml

Bot access

An access test, run at audit time. A 200 means your server handed that crawler the page — not that any AI assistant has crawled, stored or used it. What they actually used is the citation evidence further up.

Site health notes

Observed during the crawl. These do not affect your score.

• llms.txt. An /llms.txt exists — ahead of the curve; no engine documents reading it yet.
• Meta titles & descriptions. Missing a title or description on 2 of 28 sampled pages.
• Page speed. Median page delivered in 0.5s during our crawl. Not scored — stated as an observation.
• Mobile responsiveness. Viewport meta missing on 1 of 28 sampled pages.

What is already working

What your site is doing right, with the same evidence we used for the problems. Worth knowing so a redesign does not quietly undo it.