Site teardown · Seoloupe

Seoloupe: a phone-and-desktop teardown

We loaded https://www.seoloupe.com/ 4 times on a simulated iPhone and 2 more on a 1366px desktop, and wrote down what a real visitor would see on each, then cross-checked it against real Chrome users from Google's field data. No login, no insider access, no Harvv pixel needed. Here is what repeated visits already show, sorted by how we know it.

July 9, 2026·External scan + real-user field data·4 mobile + 2 desktop loads + Google CrUX·Download as PDF

TL;DRWhat jumped out

Of everything we found on this scan, this is the one to start with: Google Analytics tracking broken. The Google Analytics request failed to complete on every one of the 4 test loads. If real visitors hit the same failure, GA is missing those visits and the dashboard has no way to flag it. Conversion numbers, audience counts, and channel attribution are all undercounting. Worth checking the tag loading order and any consent banner that might be blocking the request.

Below: what's already working, every finding ranked by impact and tagged with the screen it affects, the speed numbers on phone and desktop, and a checklist of what to fix first.

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00What's already working

Start here so the problems below are in context. These held up across the test loads:

  • Speed is good. Real Chrome visitors see the main content in 1.1s (Google's "good" bar is 2.5s). This is field data from actual users, not a lab guess.
  • Light page weight. The page is about 0.7 MB across 39 requests. That keeps it quick on mobile data and cheap to load repeatedly.
  • Layout stays put as it loads. Real visitors see only 0.00 of layout shift (good is under 0.10), so the page is not jumping under their finger.
  • No JavaScript errors on load. Nothing threw a script error across the test loads, so buttons and tracking are not silently breaking mid-session.
  • Search basics are in place. Lighthouse scores SEO 100/100. The fundamentals Google looks for are present.
  • Layout holds on phone and desktop. Nothing spilled past the edge at either 390px (phone) or 1366px (desktop), so the structure is responsive.

01Findings, ranked by what hurts conversion most

SeverityFindingHow we know
HighGoogle Analytics tracking brokenBoth
The Google Analytics request failed to complete on every one of the 4 test loads. If real visitors hit the same failure, GA is missing those visits and the dashboard has no way to flag it. Conversion numbers, audience counts, and channel attribution are all undercounting. Worth checking the tag loading order and any consent banner that might be blocking the request.
paste into Claude, Cursor, or ChatGPT
High3 form fields have no labelBothAccessibility (WCAG)ConversionTracking
Screen readers can't announce these fields, and a sighted user who clears the placeholder can't recover the prompt. Wrap each input in <label>…</label> or add aria-label.
paste into Claude, Cursor, or ChatGPT
HighSome text is low-contrast and hard to readBothAccessibility (WCAG)
Text that does not stand out enough from its background is hard to read for many visitors, and fails accessibility guidelines Google checks.
paste into Claude, Cursor, or ChatGPT
HighAdd quotations so AI engines cite this pageBothAI SearchSEO
Generative engines (ChatGPT, Perplexity, AI Overviews) lift sourced, attributed quotes almost verbatim, and quotations are the single strongest citation lever (studies measure roughly +41%). Add 1-2 attributed expert quotes or blockquotes to the pages below. (Found across a sample of 8 pages from your sitemap, a partial crawl rather than your full site.)
paste into Claude, Cursor, or ChatGPT
HighBroken internal linksBothSEOConversion
1 internal link target returned an error (404/410/5xx) or did not respond. Broken links waste crawl budget, frustrate visitors, and leak ranking signal. (Found across a sample of 8 pages from your sitemap, a partial crawl rather than your full site.)
The exact examples we found:
  • https://www.seoloupe.com/cdn-cgi/l/email-protection (404)
paste into Claude, Cursor, or ChatGPT
MediumTiny buttons are hard to tap on mobileMobileAccessibility (WCAG)Conversion
22 of 59 tappable items on this page (37%) measure under 24 pixels on their shorter side — below the WCAG minimum, and well under the 44 pixels Apple and Google recommend for reliable tapping, and the same ones came up small on every test load. When visitors can't hit what they expect to, they get frustrated and many of them leave instead of trying again.
paste into Claude, Cursor, or ChatGPT
MediumStructured data on the page is brokenBoth
1 JSON-LD block failed to parse. Broken structured data means Google ignores it, so any rich result (stars, price, FAQ) it was meant to produce silently does not appear.
paste into Claude, Cursor, or ChatGPT
MediumClick activity may be invisible inside the Facebook in-app browserBothTracking
Patterns on this page (11 inline onclick handlers) tend to suppress click events inside Android Webview and iOS in-app browsers. Visitors arriving from Meta ads may register as zero-interaction sessions even when they're actively using the page. Add a server-side landing tracker (or the Harvv pixel) so you don't lose that audience entirely.
paste into Claude, Cursor, or ChatGPT
Medium11 interactive elements have no stable, accessible identityBothAccessibility (WCAG)Tracking
These elements are clicked like buttons but expose no accessible name, or are a plain div/span used as a control with no role. Assistive tech announces only a role (or nothing), and analytics and heatmaps have no human-readable label or stable selector to bind the click to, so the click is both inaccessible and untrackable, and any redesign silently breaks click aggregation. Give each one a real <button>/<a>, an aria-label, and a stable id or data-attribute.
paste into Claude, Cursor, or ChatGPT
LowImages have no width or height set (layout is stable for now)BothPerformanceSEO
29 of 30 images don't declare width and height. Your layout currently stays stable (measured Cumulative Layout Shift is 0.00, which is fine), most likely because space is reserved another way (CSS), so this is not causing visible jumps today. It is still worth setting explicit dimensions or a CSS aspect-ratio so a slow connection or a future style change cannot reintroduce shift.
paste into Claude, Cursor, or ChatGPT
LowLinks to this page will look bare when sharedBoth
The page is missing its Open Graph image, so when someone shares it on Facebook, LinkedIn, iMessage, or Slack the preview has no image. A flat grey link gets far fewer clicks than one with an image and headline.
paste into Claude, Cursor, or ChatGPT
LowNo advertising pixel detectedBothTracking
Analytics is present but no Meta/Google/TikTok ad pixel was found. If you run paid ads, conversion tracking should be installed before the next campaign so the platforms can optimize toward buyers, not clicks.
paste into Claude, Cursor, or ChatGPT
LowNo email capture or newsletter detectedBothConversion
No email-marketing tag (Klaviyo, Mailchimp, etc.) was found. If capturing visitors is relevant to this site, an email signup builds an owned audience you keep regardless of ad costs. Not every site needs one.
paste into Claude, Cursor, or ChatGPT
LowUnused JavaScript is being downloadedBothPerformance
Code that never runs on this page still costs download and parse time on every visit. Splitting or removing it speeds up load. Lighthouse measured: Est savings of 71 KiB.
paste into Claude, Cursor, or ChatGPT
LowUnused CSS is being downloadedBothPerformance
Style rules that this page never uses still block rendering while they download. Trimming them frees the paint path. Lighthouse measured: Est savings of 30 KiB.
paste into Claude, Cursor, or ChatGPT
LowNo Organization or WebSite schemaBothSEO
No site-wide Organization or WebSite structured data found on any crawled page. This is the schema that tells Google and AI engines who you are (name, logo, social profiles) for the knowledge panel and brand recognition in AI answers. (Found across a sample of 8 pages from your sitemap, a partial crawl rather than your full site.)
paste into Claude, Cursor, or ChatGPT

Accessibility findings are automated checks against Web Content Accessibility Guidelines (WCAG) 2.1 and 2.2. They flag potential barriers and legal risk, not a certification or a determination of compliance with the ADA, Section 508, or EN 301 549. Automated testing catches only a subset of issues; a full conformance review needs manual and assistive-technology testing by a qualified reviewer.

From finding to fix
Want the fix, not just the finding?
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"How we know": unlabeled = a deterministic fact, identical on every load (e.g. element sizes). Most findings are this kind, so we only mark the exceptions: median across loads = a noisy lab metric, reported as a median. real-user field data = Google CrUX, actual Chrome visitors.

Structural and AI-search checks crawl up to 8 pages from your sitemap (a sample, not your full site). "Broken" means a link returned 404, 410, or 5xx, or did not respond; access-controlled pages (401, 403) are not counted.

02Performance: phone, desktop, and real visitors

MetricMobileDesktopRead
TTFB (lab median)41 ms38 msLab
FCP (lab median)304 ms362 msLab
LCP (lab median)304 ms362 msGood
Page weight (median)0.7 MB0.7 MBOK
Real LCP (p75, url)1.1 sGood
Real INP (p75)114 msGood
Real CLS (p75)0.00Good

Google Lighthouse (lab): Performance 66 mobile / 99 desktop, SEO 100, Accessibility 88, Best Practices 96.

Lab numbers are from a headless mobile browser on an unthrottled connection: treat them as a floor, not a typical experience.

03Tiny buttons are hard to tap on mobile

22 of 59 tappable items on this page come in below 44×44 pixels, the size Apple and Google both recommend for reliable tapping on a phone. The same ones came up small on every one of the 4 test loads, so this is the page itself, not a fluke.

When customers can't tap what they expect to, they get frustrated and many of them leave. They don't file a bug. They don't try again. They just leave. A desktop dashboard can't see this because it's the difference between a thumb and a cursor.

The buttons measuring below the minimum on this scan:

  • a 130x17 "SeoLoupe Logo"
  • a 328x17 "Buy Once"
  • a 328x17 "Upgrade"
  • a 328x17 "Upgrade"
  • a 150x17 "SeoLoupe Logo"
  • a 105x17 "Features"
  • a 105x17 "How it Works"
  • a 105x17 "Pricing"

The fix is CSS-only on most sites: add padding around the icon (don't just change the icon size) so the actual tap area is at least 44×44 pixels. No redesign, no new assets.

04Technical SEO & structured data

CheckResult
TitleSeoLoupe - SEO, GEO & AEO Audit Tool That Shows You What to Fix (63 chars)
Meta description149 chars
H11 on page
CanonicalPresent
Structured data (JSON-LD)1 block(s)
Open GraphIncomplete

05The fix checklist

Everything to fix, priority first, each tagged with the screen it affects and a rough effort. Work top to bottom.

  1. Google Analytics tracking brokenBothDev afternoon
  2. 3 form fields have no labelBothVaries
  3. Some text is low-contrast and hard to readBothVaries
  4. Add quotations so AI engines cite this pageBothVaries
  5. Broken internal linksBothVaries
  6. Tiny buttons are hard to tap on mobileMobileCSS only
  7. Structured data on the page is brokenBothVaries
  8. Click activity may be invisible inside the Facebook in-app browserBothVaries
  9. 11 interactive elements have no stable, accessible identityBothDev afternoon
  10. Images have no width or height set (layout is stable for now)BothCSS only
  11. Links to this page will look bare when sharedBothVaries
  12. No advertising pixel detectedBothDev afternoon
  13. No email capture or newsletter detectedBothVaries
  14. Unused JavaScript is being downloadedBothVaries
  15. Unused CSS is being downloadedBothVaries
  16. No Organization or WebSite schemaBothVaries

Effort is a rough read from the outside: "CSS only" means no new assets or backend work, "1 line" means a single tag, "Dev afternoon" means a developer needs to touch tracking or scripts.

06What this report cannot tell you

Everything above is from the outside, looking at the page on a simulated phone and desktop. The questions that actually decide revenue need real visitors. Install the Harvv pixel (one script tag, 16 KB, zero personal data, no engineering project) and within about 72 hours you'd know which buttons real customers tapped and missed, how often Google Analytics is missing visits, and exactly where mobile shoppers stalled and left. This report shows you where to look. The pixel shows you how often it happens, and to whom.

What to do next
See this same depth on your real visitors, every day.

Drop the Harvv pixel on seoloupe.com and we turn this one-off scan into ongoing measured behavior: which taps miss, where sessions stall, and the real drop rates. Free to start, no card needed.

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07How we did this, and what it can't prove

  • 4 mobile + 2 desktop loads of one URL from headless Chrome (iPhone viewport at 390px, desktop at 1366px), July 9, 2026. Enough loads to separate real defects from random noise, not a full-site crawl.
  • Lab numbers, not real-user numbers, except the CrUX rows, which are real Chrome users. Real devices on real networks run slower.
  • Friction is inferred, not counted. We can prove a button is small. We can't, from the outside, count how often it causes a missed tap. That requires the pixel on a live page.

About Harvv, the source of this teardown

Harvv is a behavioral UX analytics platform (harvv.com). A lightweight JavaScript pixel captures how real visitors behave on a site (dead clicks, rage clicks, scroll depth, Core Web Vitals, JavaScript errors, and 50+ other signals) and the engine turns them into prioritized, plain-English findings. This teardown is the outside-in version of that: the same detectors run against a public page, with no pixel installed.

How to read it. Every finding here is a reproducible, automated measurement, not an opinion: element sizes, contrast ratios, load metrics, and structured-data checks that anyone can re-run against the same URL. The method is stated in full above. Automated testing catches a subset of issues, so this is a starting point, not a certification.

Full disclosure. Harvv makes the pixel that would measure the friction these findings imply, so we have a commercial interest. That is exactly why the findings are kept to things a reader can verify independently, and why nothing here is inflated: an unreproducible claim would undermine the tool it is meant to demonstrate.

Prepared by Harvv (harvv.com), a behavioral UX analytics platform. Last updated July 9, 2026.

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