Tsoden
Public audit for simedw.com

What we found

I trained a 125M model to autocomplete piano on-device is 5 fixes away from more engagement.

5 things a visitor needs are missing. The ones costing you the most: no price anywhere on the page, AI assistants have nothing to read and your page title doesn’t say what you do, plus 2 more below.

Read from 1 live page · 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 leaks

The complete, prioritized plan to fix all 5 leaks above and win more engagement — written for I trained a 125M model to autocomplete piano on-device, delivered instantly.

Book a free 30-min call See what's leaking ↓

What buyers and AI/search engines see right now

Pages checked11 read in full
How we read itRead as crawlers doSame view buyers & bots get
Response time600msUnder the 2.5s target
Checks verified8/135 need fixing

Diagnostics

What we checked, and what we found

40 checks across six areas — search visibility, AI & answer engines, performance, security, conversion and trust — each measured against I trained a 125M model to autocomplete piano on-device's live site.

20 pass 5 warn 15 fail

Of the 40 checks we ran on your page

Anything we couldn’t read is its own segment — a page that blocks our reader is our limitation, not a mark against you, and it never lowers your score.

Fine as-is — 20Needs fixing — 15Couldn’t read — 5
See the numbers
StateCountShare
On your page2050%
Missing1538%
Couldn’t read513%

Where your page is strong, and where it isn’t

Each area is scored 0–100 against what a customer needs to find before they act.

strong (75+)close (50–74)needs work (under 50)
Can they take the next step 43
Reasons to believe you 8
Can people find you 65
Can AI assistants read it 44
Speed on a phone 78
A safe, trusted connection 62
See the numbers
Part of your pageScoreHow that reads
Can they take the next step43/100needs work
Reasons to believe you8/100needs work
Can people find you65/100close
Can AI assistants read it44/100needs work
Speed on a phone78/100strong
A safe, trusted connection62/100close

Priorities

Fix these first

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

01

No price anywhere on the page

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

02

AI assistants have nothing to read

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

03

Your page title doesn’t say what you do

Make the page title more descriptive to reflect the blog's focus on AI and programming.

04

Nothing describes you in search results

Revise the meta description to better summarize the blog's content and attract more readers.

05

No single clear headline

Add one clear H1 that names the target customer and result.

What we read on your page

What a customer finds — and doesn’t

3 of the 8 things we could check are already on your page. We found only 3 of the 8 things a customer looks for before they act. Most visitors are leaving without enough reason to call, book or buy.

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 engagement — in priority order.

Scope: an automated scan of the 1 page 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.

Already on your page

  • An obvious button that starts the thing — found: “Subscribe”
  • A concrete number, not an adjective — we found “125M”, which points at it, but no actual number on the page we read
  • An easy way to get in touch — found: “form field on page”

What to add, in order of impact

  • A headline that says what you do — Lead with one headline that names the customer and the outcome they get, not a slogan.
  • Reviews or proof from real customers — Add a testimonial, customer logo, star rating, or an 'N customers' proof point near the top.
  • Something that removes the risk of trying you — Lower perceived risk: free trial, money-back guarantee, no credit card, or cancel-anytime.
  • A price, or at least a from-figure — Show pricing or a 'starting at' anchor so buyers can self-qualify without emailing.
  • Answers to the questions people ask before buying — Answer the top 3-5 buyer objections in an FAQ to remove hesitation before the CTA.

Deliverable

The full write-up is ready

We've already done the full work-up for I trained a 125M model to autocomplete piano on-device — 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. No price anywhere on the page

Show pricing or a "from…" anchor so readers 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.

2. AI assistants have nothing to read

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.

3. Your page title doesn’t say what you do

Make the page title more descriptive to reflect the blog's focus on AI and programming.

  1. Write a 50–60 character <title> in the format: Primary outcome for [audience] — [Brand].
  2. Put the most-searched term first; keep the brand at the end.
  3. Make every important page's title unique — never reuse the homepage title.

4. Nothing describes you in search results

Revise the meta description to better summarize the blog's content and attract more readers.

  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.

5. No single clear headline

Add one clear H1 that names the target customer and result.

  1. Add exactly one <h1> at the top of the page that names the customer and the result.
  2. Make it real text (not an image or a JavaScript-only node) so crawlers and AI read it.
  3. Demote decorative headings to <h2>/<h3> so the hierarchy is clean.

Done-for-you assets — copy & paste

SEO title
Where to paste: Replace the <title> tag inside your page <head>.
SimEdw's Insights on AI and Programming
Meta description
Where to paste: In <head>, set <meta name="description" content="…"> to this (replace the old one).
Explore AI, LLMs, and functional programming insights from Simon Edwardsson. Join the conversation today!
H1 — main page heading
Where to paste: Make this the single <h1> at the top of the homepage (real text, not an image).
Deep Dives into AI and Programming by Simon Edwardsson

— or one of these —
- Unlocking AI Innovations with Simon Edwardsson
- Explore Cutting-Edge AI and Programming Insights
Primary CTA button
Where to paste: Use as the main button on the first screen; repeat it after your proof/services section.
Join the Discussion
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": "I trained a 125M model to autocomplete piano on-device",
  "url": "https://simedw.com/",
  "description": "Simon Edwardsson shares insights on AI, LLMs, and programming through his personal blog.",
  "makesOffer": [
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "In-depth articles on AI and LLMs"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Functional programming tutorials"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Real-world AI application case studies"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Insights on product development in tech"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Explorations of computer vision techniques"
      }
    }
  ]
}
</script>
llms.txt (for AI answer engines)
Where to paste: Create a plain text file at simedw.com/llms.txt with this content.
# I trained a 125M model to autocomplete piano on-device

> Explore AI, LLMs, and functional programming insights from Simon Edwardsson. Join the conversation today!

## Services
- In-depth articles on AI and LLMs
- Functional programming tutorials
- Real-world AI application case studies
- Insights on product development in tech
- Explorations of computer vision techniques

## Links
- https://simedw.com/

Page-by-page findings

PageWhat to fix
/no H1 heading

Action order

48-Hour Fix Plan

  • Show pricing or a "from…" anchor so readers can self-qualify before they reach out.
  • Publish /llms.txt with a concise machine-readable product summary, audience, pricing, and docs links.
  • Make the page title more descriptive to reflect the blog's focus on AI and programming.
  • Revise the meta description to better summarize the blog's content and attract more readers.
  • Add one clear H1 that names the target customer and result.

Why it matters

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

Packages

Turn this into more engagement

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 I trained a 125M model to autocomplete piano on-device — 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 I trained a 125M model to autocomplete piano on-device — 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 I trained a 125M model to autocomplete piano on-device + 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

The exact wording we found

Every signal below was read from your live site — nothing is estimated. We checked 1 page; “couldn’t verify” means a signal needs JavaScript to read and we won’t guess.

What we read

TitleSimEdw's Blog
Meta description64 chars
H1 heading Missing
Structured data Found

Crawl & AI files

robots.txt Found
sitemap.xml Found
llms.txt (AI) Missing
Response time600ms

Pages we checked

/
SimEdw's Blog
Read

Questions about anything in here? Reply to the email, or reach us directly — we answer the same day.

Email

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 20 Aug 2026 — we re-run it fresh when you order I trained a 125M model to autocomplete piano on-device · Grade C · 58/100
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