Tsoden
Public audit for languagemodelbuilder.com

Fast revenue-leak triage

languagemodelbuilder.com is 5 fixes away from more donations.

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 2 live pages · metadata, crawlability, trust, CTA, schema, sitemap, robots

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

5 fixable leaks3/8 selling signals live7/13 checks passed

The complete, prioritized plan to fix all 5 leaks above and win more donations — written for languagemodelbuilder.com, delivered instantly.

What buyers and AI/search engines see right now

Pages checked32 read in full
How we read itRead as crawlers doSame view buyers & bots get
Response time4633msWell over the 2.5s target
Checks verified7/136 need fixing

Diagnostics

Full technical analysis

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

21 pass 2 warn 13 fail

Findability

10/11 pass · 85/100
Page title
53 chars
Pass
Meta description
203 chars
Warning
Single H1 heading
present (2/2 pages)
Pass
Heading structure (H1–H3)
H1:1 H2:4 H3:4
Pass
Canonical tag
present
Pass
Indexable by search
indexable
Pass
Mobile viewport
set
Pass
Language declared
en
Pass
Image alt text
2/12 missing alt
Issue
Content depth
1,112 words
Pass
XML sitemap
found
Pass
robots.txt
found
Pass

AI & Answer Engines

1/5 pass · 11/100
Structured data (Schema.org)
none
Issue
FAQ / Q&A schema
missing
Issue
Open Graph (social preview)
3/4 tags
Issue
Twitter / X card
present
Pass
llms.txt (AI summary)
missing
Issue

Performance

3/5 pass · 44/100
Server response time
4,633 ms
Issue
HTML page weight
33.9 KB
Pass
Compression (gzip/brotli)
enabled
Pass
Render-blocking scripts
4 blocking / 4 scripts
Issue
Browser caching
cache-control set
Pass

Security

5/5 pass · 85/100
HTTPS / SSL
enabled
Pass
HSTS
missing
Warning
Content-Security-Policy
set
Pass
X-Content-Type-Options
nosniff
Pass
Clickjacking protection
protected
Pass
No mixed content
clean
Pass

Conversion

1/4 pass · 27/100
Clear value proposition
found: “Language Model Builder”
Pass
Primary call-to-action
not found
Issue
Easy contact / booking
not found
Issue
Visible pricing signal
not found
Issue

Trust

1/4 pass · 14/100
Social proof
not found
Issue
Risk reversal
not found
Issue
Legal / privacy pages
privacy
Pass
Analytics installed
none detected
Issue

Priorities

Top Leaks To Fix First

Ranked by revenue impact. Each one is something supporters — 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

Put a clear "Donate" button above the fold so a visitor can make a donation in one tap.

02

Structured data

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

03

Pricing or buying signal

Show pricing or a "from…" anchor so supporters can self-qualify before they reach out.

04

Contact or booking path

Make it easy to make a donation from the homepage — a visible form, booking link, or tap-to-call number.

05

Fast initial response

Speed up the homepage — most supporters arrive on a phone, and a slow first load loses them before the page shows.

Conversion evidence

How The Page Sells

3 of 8 of the buying-decision signals we could verify are on your site today. Only 3 of 8 buying-decision elements were detected. Visitors likely leave without enough reason to act, so adding these is the highest-leverage revenue work.

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 donations — in priority order.

Scope: an automated scan of the 2 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: “Language Model Builder”
  • Specific, quantified result — found: “90 m”
  • Objection handling (FAQ) — found: “FAQ”

Highest-impact additions to sell more

  • Action-oriented primary CTA — Place one clear action button above the fold (e.g. Start free, Book a demo).
  • Social proof (testimonial / customers / rating) — Add a testimonial, customer logo, star rating, or an 'N customers' proof point near the top.
  • Risk reversal (trial / guarantee / no card) — Lower perceived risk: free trial, money-back guarantee, no credit card, or cancel-anytime.
  • Visible pricing / 'starting at' anchor — Show pricing or a 'starting at' anchor so buyers can self-qualify without emailing.
  • Easy lead-capture path — Give an easy capture path: short form, booking link, or contact route from the first screen.

Deliverable

Your complete fix pack is ready

We've already done the full work-up for languagemodelbuilder.com — 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

Put a clear "Donate" button above the fold so a visitor can make a donation in one tap.

  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. Pricing or buying signal

Show pricing or a "from…" anchor so supporters can self-qualify before they reach out.

  1. Show pricing, packages, or a 'from …' anchor so buyers can self-qualify.
  2. If pricing is bespoke, give a starting price or a typical range.
  3. Pair each price with what's included so it reads as value, not cost.

4. Contact or booking path

Make it easy to make a donation from the homepage — a visible form, booking link, or tap-to-call number.

  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.

5. Fast initial response

Speed up the homepage — most supporters arrive on a phone, and a slow first load loses them before the page shows.

  1. Compress and lazy-load images; serve modern formats (WebP/AVIF).
  2. Put the site behind a CDN and enable caching of static assets.
  3. Defer non-critical JavaScript so the first screen paints fast.

Done-for-you assets — copy & paste

SEO title
Where to paste: Replace the <title> tag inside your page <head>.
Language Model Builder — Create Your Own AI
Meta description
Where to paste: In <head>, set <meta name="description" content="…"> to this (replace the old one).
Build your own language model for free and understand AI technology. Download now and start your journey!
H1 — main page heading
Where to paste: Make this the single <h1> at the top of the homepage (real text, not an image).
Build Your Own Language Model and Understand AI

— or one of these —
- Create AI Models from Scratch
- Master AI by Building Language Models
Primary CTA button
Where to paste: Use as the main button above the fold; repeat it after your proof/services section.
Download Now
JSON-LD structured data (LocalBusiness)
Where to paste: Paste this entire block right before </head> (or before </body>).
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "LocalBusiness",
  "name": "languagemodelbuilder.com",
  "url": "https://languagemodelbuilder.com/",
  "description": "Language Model Builder is a free Mac app that helps you create and understand language models.",
  "makesOffer": [
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Train your own tokenizer"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Select and prepare training data"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Pre-train and fine-tune your model"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Interact with your custom AI model"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Access an interactive textbook on AI foundations"
      }
    }
  ]
}
</script>

Page-by-page findings

PageWhat to fix
/looks healthy
/github-production-release-asset/1307024852/dba1b106-31b7-4deb-99bb-ad98c1d97f96?sp=r&sv=2018-11-09&sr=b&spr=https&se=2026-08-01T23%3A59%3A12Z&rscd=attachment%3B+filename%3DLanguageModelBuilder.dmg&rsct=application%2Foctet-stream&skoid=96c2d410-5711-43a1-aedd-ab1947aa7ab0&sktid=398a6654-997b-47e9-b12b-9515b896b4de&skt=2026-08-01T22%3A59%3A06Z&ske=2026-08-01T23%3A59%3A12Z&sks=b&skv=2018-11-09&sig=CHTrd2YOOO7ZM14jDl236bDtff37BzQbjvbltdi0tmg%3D&jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmVsZWFzZS1hc3NldHMuZ2l0aHVidXNlcmNvbnRlbnQuY29tIiwia2V5Ijoia2V5MSIsImV4cCI6MTc4NTYyNzExNywibmJmIjoxNzg1NjI1MzE3LCJwYXRoIjoicmVsZWFzZWFzc2V0cHJvZHVjdGlvbi5ibG9iLmNvcmUud2luZG93cy5uZXQifQ.t-_sN16WLnvSwkhQFpq0ET5BH-yowQuzEwUfN9L6QwQ&response-content-disposition=attachment%3B%20filename%3DLanguageModelBuilder.dmg&response-content-type=application%2Foctet-streamblocked / unreadable
/privacylooks healthy

Action order

48-Hour Fix Plan

  • Put a clear "Donate" button above the fold so a visitor can make a donation in one tap.
  • Add structured data (LocalBusiness / Organization schema: address, hours, phone, ratings) so search engines show you with rich results.
  • Show pricing or a "from…" anchor so supporters can self-qualify before they reach out.
  • Make it easy to make a donation from the homepage — a visible form, booking link, or tap-to-call number.
  • Speed up the homepage — most supporters arrive on a phone, and a slow first load loses them before the page shows.

Why it matters

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

Packages

Turn this into more donations

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 languagemodelbuilder.com — 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 languagemodelbuilder.com — metadata, schema, CTA, 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 languagemodelbuilder.com + 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 3 pages; “couldn’t verify” means a signal needs JavaScript to read and we won’t guess.

What we read

TitleLanguage Model Builder — Build models. Understand AI.
Meta description203 chars
H1 heading Found 2/2
Structured data Missing

Crawl & AI files

robots.txt Found
sitemap.xml Found
llms.txt (AI) Missing
Response time4633ms

Pages we checked

/
Language Model Builder — Build models. Understand AI.
Read
/github-production-release-asset/1307024852/dba1b106-31b7-4deb-99bb-ad98c1d97f96?sp=r&sv=2018-11-09&sr=b&spr=https&se=2026-08-01T23%3A59%3A12Z&rscd=attachment%3B+filename%3DLanguageModelBuilder.dmg&rsct=application%2Foctet-stream&skoid=96c2d410-5711-43a1-aedd-ab1947aa7ab0&sktid=398a6654-997b-47e9-b12b-9515b896b4de&skt=2026-08-01T22%3A59%3A06Z&ske=2026-08-01T23%3A59%3A12Z&sks=b&skv=2018-11-09&sig=CHTrd2YOOO7ZM14jDl236bDtff37BzQbjvbltdi0tmg%3D&jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmVsZWFzZS1hc3NldHMuZ2l0aHVidXNlcmNvbnRlbnQuY29tIiwia2V5Ijoia2V5MSIsImV4cCI6MTc4NTYyNzExNywibmJmIjoxNzg1NjI1MzE3LCJwYXRoIjoicmVsZWFzZWFzc2V0cHJvZHVjdGlvbi5ibG9iLmNvcmUud2luZG93cy5uZXQifQ.t-_sN16WLnvSwkhQFpq0ET5BH-yowQuzEwUfN9L6QwQ&response-content-disposition=attachment%3B%20filename%3DLanguageModelBuilder.dmg&response-content-type=application%2Foctet-stream
/github-production-release-asset/1307024852/dba1b106-31b7-4deb-99bb-ad
Blocked
/privacy
Privacy Policy — Language Model Builder
Read

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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

Curious how a competitor scores?

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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.

Full disclaimer · Terms · Privacy

This audit is from 1 Aug 2026 — we re-run it fresh when you order languagemodelbuilder.com · Grade D · 42/100