Case Studies
Behavioral-data audits of real customer sites. Full methodology, full data, full charts, full fix lists. No marketing case studies dressed up as research.
Traditional Industry in the AI Age: We Audited 6 of America's Biggest Suppliers
McMaster-Carr, Uline, Fastenal and more, measured on phone and desktop. They own their categories on Google, but half ship zero structured data, the one thing AI answer engines read. Real data, ranked, with the fix list.
We Benchmarked the Websites of 6 of America's Largest Oil Refiners
Valero, Phillips 66, HF Sinclair, PBF Energy, Par Pacific and Delek, head to head on speed, mobile usability, SEO and AI-readiness. Every number pulled from a live audit on phone and desktop.
Add-to-Cart Hesitation: Desktop Shoppers Pause 16× Longer Than Mobile
The milliseconds between a cursor landing on Add to Cart and the click. Desktop shoppers hover about 480ms before committing; mobile taps in under 30ms. The first hover-duration benchmark, split by device, from real behavioral data.
The Friction Tax: What 55M Events Reveal About Shopify Conversion
A behavioral audit of 296,093 Shopify shopping sessions and 55 million events. Seven findings on what's quietly costing stores conversions, with a prioritized fix list. Spoiler: it's the apps, not the design.
The Lovable Friction Tax: 4 Production Failures Costing 8 Million Builders
Lovable hit $200M ARR and 8 million users in twelve months. Every Lovable app inherits four documented production failures the platform cannot fix from inside. Verified evidence: CVE-2025-48757, Wiz Research, the February 2026 EdTech breach, and the April 2026 platform incident.
We audited 330 live Lovable apps. 98.5% have a high-severity defect.
We pulled every *.lovable.app subdomain from the Internet Archive's index, kept the 330 that still resolve, and ran each through our free landing-page audit. Full dataset, methodology, and one-prompt fix.
85 Vibecoded Sites, 0 Meta Pixels: What AI Ships
We ran 85 production sites built with Lovable, v0, Replit, Bolt, and Cursor through our free audit. Zero had a Meta Pixel. 76 percent had no tracking at all. 66 percent had no H1. The bugs are systematic and named.
Site teardowns
Individual behavioral audits of real sites, each measured live on phone and desktop. Every number comes from the Harvv pixel.
Imprint Wheat Vercel
Tiny buttons are hard to tap on mobile
Read the teardownVoxsolutions
Tiny buttons are hard to tap on mobile
Read the teardownRedo
3 form fields have no label
Read the teardownSignaljobs
Tiny buttons are hard to tap on mobile
Read the teardownAerthom
A floating widget is covering a clickable element
Read the teardownInvincibowl
Add quotations so AI engines cite this page
Read the teardownMihirnaik
JavaScript errors were logged during load
Read the teardownPornhub
Tiny buttons are hard to tap on mobile
Read the teardownDelekus
A floating widget is covering a clickable element
Read the teardownPhillips66
Some text is low-contrast and hard to read
Read the teardownHfsinclair
Tiny buttons are hard to tap on mobile
Read the teardownEco Host
4 form fields have no label
Read the teardownVibhinngautam
Google is writing your search snippet for you
Read the teardownForgeyourpathai
Tiny buttons are hard to tap on mobile
Read the teardownSeoloupe
3 form fields have no label
Read the teardownYsdev Ca
Some text is low-contrast and hard to read
Read the teardownFastenal
Tiny buttons are hard to tap on mobile
Read the teardownNexusats
Tiny buttons are hard to tap on mobile
Read the teardownLearnex
12 form fields have no label
Read the teardownBanteriq
A floating widget is covering a clickable element
Read the teardownMission Gateway Missiondigital
3 form fields have no label
Read the teardownCluely
3 form fields have no label
Read the teardownApple
Broken internal links
Read the teardownReversely
8 form fields have no label
Read the teardownDoctorgpeds
This page is telling Google not to list it
Read the teardownHemerascope
Tiny buttons are hard to tap on mobile
Read the teardownHarvv
Add quotations so AI engines cite this page
Read the teardownDeangarland
Tiny buttons are hard to tap on mobile
Read the teardownDealmath
Add quotations so AI engines cite this page
Read the teardownMwjsautomations
3 form fields have no label
Read the teardownNowkickback
Tiny buttons are hard to tap on mobile
Read the teardownUline
Tiny buttons are hard to tap on mobile
Read the teardownIslamiccouncil
Tiny buttons are hard to tap on mobile
Read the teardownMasterpoweruae
A floating widget is covering a clickable element
Read the teardownGetscentcast
Tiny buttons are hard to tap on mobile
Read the teardownIfadvisory
Add statistics / fact density for AI citations
Read the teardownAustincapitalmortgage
Tiny buttons are hard to tap on mobile
Read the teardownValero
A floating widget is covering a clickable element
Read the teardownMcmaster
JavaScript errors were logged during load
Read the teardownParpacific
Tiny buttons are hard to tap on mobile
Read the teardownZong
Page shifts under the visitor's finger as it loads
Read the teardownShreyeahhs Vercel
A floating widget is covering a clickable element
Read the teardownTrynina
18 form fields have no label
Read the teardownContractive
Tiny buttons are hard to tap on mobile
Read the teardownTitanaxesolutions
A floating widget is covering a clickable element
Read the teardownThecarycompany
Google Analytics tracking broken
Read the teardownHazybot
Tiny buttons are hard to tap on mobile
Read the teardownWhitewolfmarketing
Tiny buttons are hard to tap on mobile
Read the teardownWant this analysis on your site?
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