Tsoden
Public audit for www.modelbias.ai

Fast revenue-leak triage

www.modelbias.ai is 5 fixes away from more data downloads.

The site is likely invisible or ambiguous to buyers and AI/search systems. The fastest wins are clearer offer framing, schema, CTA, pricing, and trust signals.

Read from 5 live pages · metadata, crawlability, trust, CTA, schema, sitemap, robots, llms.txt

Questions about this audit? Reply to the email or write to us — a human answers same day.

5 fixable leaks5/8 selling signals live8/13 checks passed

The complete, prioritized plan to fix all 5 leaks above and win more data downloads — written for www.modelbias.ai, delivered instantly.

What buyers and AI/search engines see right now

Pages checked55 read in full
How we read itRead as crawlers doSame view buyers & bots get
Response time1309msUnder the 2.5s target
Checks verified8/135 need fixing

Diagnostics

Full technical analysis

36 checks across six areas — search visibility, AI & answer engines, performance, security, conversion and trust — each measured against www.modelbias.ai's live site.

25 pass 5 warn 6 fail

Findability

11/11 pass · 92/100
Page title
50 chars
Pass
Meta description
67 chars
Warning
Single H1 heading
present (5/5 pages)
Pass
Heading structure (H1–H3)
H1:1 H2:7 H3:3
Pass
Canonical tag
present
Pass
Indexable by search
indexable
Pass
Mobile viewport
set
Pass
Language declared
en
Pass
Image alt text
0/117 missing alt
Pass
Content depth
1,784 words
Pass
XML sitemap
found
Pass
robots.txt
found
Pass

AI & Answer Engines

2/5 pass · 33/100
Structured data (Schema.org)
none
Issue
FAQ / Q&A schema
missing
Issue
Open Graph (social preview)
4/4 tags
Pass
Twitter / X card
present
Pass
llms.txt (AI summary)
missing
Issue

Performance

2/3 pass · 33/100
Server response time
1,309 ms
Warning
HTML page weight
291 KB
Warning
Compression (gzip/brotli)
enabled
Pass
Render-blocking scripts
1 blocking / 5 scripts
Issue
Browser caching
cache-control set
Pass

Security

4/4 pass · 69/100
HTTPS / SSL
enabled
Pass
HSTS
missing
Warning
Content-Security-Policy
missing
Warning
X-Content-Type-Options
nosniff
Pass
Clickjacking protection
protected
Pass
No mixed content
clean
Pass

Conversion

2/4 pass · 45/100
Clear value proposition
found: “What's AI's go-to superpower ⁠?”
Pass
Primary call-to-action
not found
Issue
Easy contact / booking
not found
Issue
Visible pricing signal
found: “plan”
Pass

Trust

4/4 pass · 100/100
Social proof
found: “used by”
Pass
Risk reversal
found: “guarantee”
Pass
Legal / privacy pages
not found at /privacy /terms
Pass
Analytics installed
detected
Pass

Priorities

Top Leaks To Fix First

Ranked by revenue impact. Each one is something researchers — or an AI answer engine — need to see and currently can't. Fixing the top few moves your score the most.

01

Direct conversion CTA

Add a prominent call-to-action that encourages immediate data downloads.

02

Structured data

Add structured data (LocalBusiness / Organization schema: address, hours, phone, ratings) so search engines show you with rich results.

03

Contact or booking path

Simplify the navigation to make it easier for users to find and download data.

04

AI-readable llms.txt

Publish /llms.txt with a concise machine-readable product summary, audience, pricing, and docs links.

05

Meta description

Revise the meta description to better capture the essence of comparing AI model biases.

Conversion evidence

How The Page Sells

5 of 8 of the buying-decision signals we could verify are on your site today. The page shows 5 of 8 buying-decision elements. Adding the missing ones is the most direct way to convert more of the visitors you already get.

Below is the breakdown: what's already working (with the exact text quoted from your page as proof), and the highest-impact additions to win more data downloads — in priority order.

Scope: an automated scan of the 5 pages we could read across your site. Every “found” item quotes the exact text on your page so you can verify it. It doesn't judge copy quality or design.

Selling well (detected, with proof)

  • Clear value proposition (headline) — found: “What's AI's go-to superpower ⁠?”
  • Social proof (testimonial / customers / rating) — found: “used by” (on /consensus-bench)
  • Specific, quantified result — found: “3 K”
  • Risk reversal (trial / guarantee / no card) — found: “guarantee”
  • Visible pricing / 'starting at' anchor — found: “plan”

Highest-impact additions to sell more

  • Action-oriented primary CTA — Your visible link text is passive (found: "Explore"). Replace it with an action CTA like "Start free" or "Book a demo".
  • Easy lead-capture path — Give an easy capture path: short form, booking link, or contact route from the first screen.
  • Objection handling (FAQ) — Answer the top 3-5 buyer objections in an FAQ to remove hesitation before the CTA.

Deliverable

Your complete fix pack is ready

We've already done the full work-up for www.modelbias.ai — every fix written out, with copy and code ready to paste. Here's what's inside:

Complete fix plan (every issue, step by step)

1. Direct conversion CTA

Add a prominent call-to-action that encourages immediate data downloads.

  1. Place one primary button above the fold with action text (e.g. the suggested CTA below).
  2. Repeat the same CTA after the proof section and in the footer.
  3. Make the button visually dominant — one accent colour used only for the primary action.

2. Structured data

Add structured data (LocalBusiness / Organization schema: address, hours, phone, ratings) so search engines show you with rich results.

  1. Add JSON-LD using the schema snippet below, edited with your real details.
  2. Validate it in Google's Rich Results Test before publishing.
  3. Keep it in sync with the on-page facts (name, address, phone, offers).

3. Contact or booking path

Simplify the navigation to make it easier for users to find and download data.

  1. Add a visible booking link, short form, or tap-to-call number on the first screen.
  2. Keep the form to 3 fields max; every extra field drops completion.
  3. Confirm submissions with a clear success state, not a silent reload.

4. AI-readable llms.txt

Publish /llms.txt with a concise machine-readable product summary, audience, pricing, and docs links.

  1. Publish /llms.txt with a plain-text product summary, audience, pricing and key links.
  2. Keep it concise — answer engines reward clear, factual structure.
  3. Update it when your offer or pricing changes.

5. Meta description

Revise the meta description to better capture the essence of comparing AI model biases.

  1. Write a 140–155 character description that states the offer and the next step.
  2. Lead with the benefit, end with a soft call to action.
  3. Include the term a buyer would search so the snippet matches their query.

Done-for-you assets — copy & paste

SEO title
Where to paste: Replace the <title> tag inside your page <head>.
Uncover AI Model Biases with ModelBias.ai
Meta description
Where to paste: In <head>, set <meta name="description" content="…"> to this (replace the old one).
Explore biases in 100 AI models to make informed decisions. Start comparing now!
H1 — main page heading
Where to paste: Make this the single <h1> at the top of the homepage (real text, not an image).
Discover Hidden Biases in AI Models

— or one of these —
- Analyze AI Model Biases Effortlessly
- Understand AI's Decision-Making Flaws
Primary CTA button
Where to paste: Use as the main button above the fold; repeat it after your proof/services section.
Start Exploring
JSON-LD structured data (Organization)
Where to paste: Paste this entire block right before </head> (or before </body>).
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "www.modelbias.ai",
  "url": "https://www.modelbias.ai/",
  "description": "ModelBias.ai allows users to compare biases across 100 AI models through simple questions.",
  "makesOffer": [
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "In-depth analysis of AI model biases"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Access to 30,000 AI-generated responses"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Interactive exploration of AI prompts"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Data download for further research"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "User-friendly interface for model comparison"
      }
    }
  ]
}
</script>
llms.txt (for AI answer engines)
Where to paste: Create a plain text file at www.modelbias.ai/llms.txt with this content.
# www.modelbias.ai

> Explore biases in 100 AI models to make informed decisions. Start comparing now!

## Services
- In-depth analysis of AI model biases
- Access to 30,000 AI-generated responses
- Interactive exploration of AI prompts
- Data download for further research
- User-friendly interface for model comparison

## Links
- https://www.modelbias.ai/

Page-by-page findings

PageWhat to fix
/looks healthy
/consensus-benchlooks healthy
/pelican-on-a-bicycle-testlooks healthy
/prompt/superpowerlooks healthy
/model/anthropic-claude-fable-5looks healthy

Action order

48-Hour Fix Plan

  • Add a prominent call-to-action that encourages immediate data downloads.
  • Add structured data (LocalBusiness / Organization schema: address, hours, phone, ratings) so search engines show you with rich results.
  • Simplify the navigation to make it easier for users to find and download data.
  • Publish /llms.txt with a concise machine-readable product summary, audience, pricing, and docs links.
  • Revise the meta description to better capture the essence of comparing AI model biases.

Why it matters

The fastest researchers do not read every page. They scan the first screen, trust signals, pricing cues and how easy it is to download the data. Missing signals make the offer harder to understand and easier to ignore.

Packages

Turn this into more data downloads

You've seen the leaks. Most owners start with the €49 full report — the same fixes we'd implement for €199, written out so you can do them yourself. Want it hands-off? Step up a tier.

Do it yourselfFree

The complete evidence report and the prioritized, step-by-step plan for www.modelbias.ai — every fix written out with copy & code ready to paste. It is on this page. Nothing to buy, nothing to unlock.

Read the full plan ↑
Done-for-you — 48h€199

We implement the highest-impact fixes for www.modelbias.ai — metadata, schema, CTA, llms.txt, trust signals — in 48 hours. You keep every bit of the lift, no lock-in.

Have us do it — €199
Ongoing monitor€499/mo

Weekly re-checks of www.modelbias.ai + drift alerts so the fixes compound and never silently slip back.

Start monitoring

Not sure which fits? Book a free 30-min call and we'll tell you straight. · 48-hour turnaround · no lock-in · every claim verified.

Verification

Evidence Snapshot

Every signal below was read from your live site — nothing is estimated. We checked 5 pages; “couldn’t verify” means a signal needs JavaScript to read and we won’t guess.

What we read

Title100 AI models, 100 simple questions – ModelBias.ai
Meta description67 chars
H1 heading Found 5/5
Structured data Missing

Crawl & AI files

robots.txt Found
sitemap.xml Found
llms.txt (AI) Missing
Response time1309ms

Pages we checked

/
100 AI models, 100 simple questions – ModelBias.ai
Read
/consensus-bench
ConsensusBench – ModelBias.ai
Read
/pelican-on-a-bicycle-test
The Generic "Pelican Riding a Bicycle Benchmark" – 100 AI Models – Mod
Read
/prompt/superpower
Superpower – ModelBias.ai
Read
/model/anthropic-claude-fable-5
Claude Fable 5 answers – ModelBias.ai
Read

Vragen over de bevindingen? Reply to the email, or reach us directly — we answer same day.

Who we are

Tsoden — a full-service web studio

We don't just audit — we build and rank websites end-to-end. Web development & design, plus SEO & AEO, so your business shows up in Google and in AI answers like ChatGPT, Perplexity and Gemini. This report is where we start; we can implement every fix below and grow your visibility on a full-service basis.

Web development & redesign — fast, conversion-first sites
SEO — rank in Google for what your buyers actually search
AEO — get found & cited by AI answer engines (ChatGPT, Perplexity, Gemini)
Ongoing monitoring & growth — we keep it improving
Work with Tsoden →or email support@tsoden.ai

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Disclaimer

This service is a marketing and informational tool based on public website signals. It is not legal, financial, tax, investment, security, or professional advice. Scores and recommendations are estimates, not guarantees of revenue, rankings, AI visibility, deliverability, or business outcomes. You remain responsible for reviewing, approving, and implementing any changes and for complying with laws that apply to your business.

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This audit is from 1 Aug 2026 — we re-run it fresh when you order www.modelbias.ai · Grade D · 50/100