the ai-design-slop fingerprint

Does your landing page look generated?

deterministic · real Chromium · ~8s

Advanced options
3d optical dom specimen
L05Copy & AEO discovery1 flagged
+7 LLM buzzword & em-dash prose
L04Grid & card geometry2 flagged
+4 3-up icon card grid+6 4px top accent stripe
L03CTA & chromatic fill2 flagged
+8 VibeCode purple CTA+4 28px chromatic glow
L02Hero typography3 flagged
+5 Eyebrow launch pill+8 Inter / Geist font stack+6 Gradient-clipped H1
L01Surface & backdrop2 flagged
+5 Aurora mesh blob+4 Perma-dark + grey body
v0-ai-launch.app 10 rules flagged
Slop score · lower is better · uncalibrated beta
48/100
F HEAVY

Heavy slop. Matches many default-template patterns.

0% de-slopped
exploded dom layer telemetry weight · category
    deterministic scoring on real Chromium · 27 weighted patterns · four axes: design · copy · system · aeo

    The cleanest pages, by category

    Slop score · lower is better view full leaderboard →

    A reproducible scan of well-known landing pages, cleanest first. Every name links to its score page, where the current run, history and live badge live.

    a signal, not a verdict ·0–9 A+/A/A- Clean10–27 B+/B/B-/C Mild28+ D+/D/F Heavy

    The board fills from the public leaderboard. view it →

    § 01 interactive pattern x-ray

    Inspect the fingerprint, tell by tell

    full pattern specification →

    Select any CSS or copy rule below to compare the AI reflex against the flat editorial replacement and read the exact Chromium DOM query that triggers it.

    before vs. after specimen
    AI-default font stack (Inter / Geist / Space Grotesk)
    FONTS · +8 PTS · SINCE 2026.03
    chromium detection rule h1/h2/body font-family matches /inter|geist|space grotesk|plus jakarta|outfit|sora/i
    the ai reflex
    Every Tailwind and shadcn starter ships Inter or Geist. When H1 and body share it, the page reads as unedited scaffold.
    senior designer fix
    Pair a high-contrast editorial serif (Newsreader, Instrument Serif, Fraunces) with a grotesque prose face (Libre Franklin, Söhne).
    § 02 four axes · two polarities

    What the score measures

    Four axes, two polarities. Design and copy measure slop, so lower is better. System and AEO measure fit and reach, so higher is better.

    design slop
    Slop score · lower is better

    27 weighted CSS and DOM patterns: the reflex fonts, purple CTAs, gradient headlines and glassmorphic cards generated pages converge on.

    copy slop
    Slop score · lower is better

    Prose tells on the words: LLM buzzword clusters, em-dash overuse, exclamation inflation and "not just X, it's Y" antithesis framing.

    system · DESIGN.md
    higher is better

    Token compliance against a site's own declared DESIGN.md fonts, palette and corner radii so bespoke brands never false-positive.

    aeo · agent-readable
    higher is better

    Deterministic checks verifying whether ChatGPT, Claude and Perplexity can fetch, parse and cite the page via robots.txt, llms.txt and Markdown twins.

    Go deeper
    architecture · four-axis telemetry

    One headless Chromium pass feeds all four instruments and combines them into a deterministic grade ledger (A+ to F).

    Read the spec →
    workflow · mcp + ci gate + continuity

    Remediate tells in-editor via MCP, gate pull requests with the GitHub Action and watch production domains daily for drift.

    Setup guide →

    continuity

    Slop is the hook. Staying on-system is the product.

    Sites do not become slop in one commit. A teammate ships a section, an agent "improves" a hero, and six weeks later the page reads like everyone else's.

    Monitoring opens with a waitlist: join now and your baseline is recorded today. At launch it re-scans your domain daily and emails you when it slips; publish a DESIGN.md and every sweep also checks the page against your own declared tokens, naming exactly what drifted.

    Daily re-scan

    At launch: re-scans every monitored domain each day and emails you the moment the slop score regresses. Waitlist baselines are already being recorded.

    DESIGN.md drift

    Checks each scan against your declared tokens and names the drift: a font nobody approved, a CTA off the palette.

    Client report

    Every monitored domain gets a print-ready report at /report/<domain> to hand a client or a team.

    Double opt-in

    Nothing is emailed until you confirm. Your address is stored only to send the alerts you asked for; one request deletes it.

    Dashboard & directory

    Every domain on your email in one dashboard at launch; opt in to the public directory for a live badge and a listing (public once your claim is email-verified).

    Monitor a domain

    Join the monitoring waitlist: your baseline is recorded now, and daily re-scans with drift alerts switch on at launch. Scanning stays free; this remembers a domain over time.

    Double opt-in: nothing is emailed until you confirm. Stored only to send the alerts you asked for, never shared, and one request deletes it (privacy). Every monitored domain gets a print-ready client report at /report/<domain>. The engine stays MIT and free forever; monitoring is the continuity layer.

    § 03 research

    Not where you want to be?

    Run a scan, read the flagged patterns, and copy a fix prompt straight into the agent that built the page.

    Empty is better than fake. Show the product, don't decorate around it.
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