Tsoden
Public audit for awareliquid-sparse-snn-demo.static.hf.space

What we found

Connectome-inspired spiking network you can try in the browser is 8 fixes away from more engaged researchers.

8 things a visitor needs are missing. The ones costing you the most: no obvious button to start, Search engines can’t tell what you sell and no price anywhere on the page, plus 5 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.

8 fixable leaks

The prioritized plan to fix all 8 leaks above and win more engaged researchers is below — free, nothing to unlock.

Walk me through the 8 fixes - free 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 time430msUnder the 2.5s target
Checks verified4/139 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 Connectome-inspired spiking network you can try in the browser's live site.

13 pass 6 warn 21 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 — 13Needs fixing — 21Couldn’t read — 6
See the numbers
StateCountShare
On your page1333%
Missing2153%
Couldn’t read615%

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 0
Reasons to believe you 0
Can people find you 73
Can AI assistants read it 0
Speed on a phone 44
A safe, trusted connection 69
See the numbers
Part of your pageScoreHow that reads
Can they take the next step0/100needs work
Reasons to believe you0/100needs work
Can people find you73/100close
Can AI assistants read it0/100needs work
Speed on a phone44/100needs work
A safe, trusted connection69/100close

Priorities

Fix these 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

No obvious button to start

Replace generic 'Recognize' button with action-oriented, context-aware label: 'Run In-Browser Inference'

02

Search engines can’t tell what you sell

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

03

No price anywhere on the page

Remove any implication of commercial availability; instead add a clear 'Research Artifact — Not for Production Use' badge near the demo controls to manage expectations and reinforce academic credibility.

04

No easy way to get in touch

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

05

AI assistants have nothing to read

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

06

Nothing on the page proves you’re a real business

Add visible, concise attribution: 'Based on Drosophila connectome statistics (Scheffer et al., 2020) and Horowitz 45nm energy model (2014); code and ONNX model open under MIT License' — directly below the demo.

07

Nothing describes you in search results

Write a meta description that names the model type (sparse LIF SNN), key differentiators (5% density, Drosophila-inspired masks, event-driven additions only), hardware-aware energy savings (112× vs dense MLP), and clarifies it's a browser-e

08

Shared links look broken

Add Open Graph tags so shared links render with a clear title and value proposition.

What we read on your page

What a customer finds — and doesn’t

1 of the 8 things we could check are already on your page. We found only 1 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 engaged researchers — 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

  • A concrete number, not an adjective — found: “5%” (on /index.html)

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.
  • An obvious button that starts the thing — Put one clear action button on the first screen (e.g. Start free, Book a demo).
  • 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.
  • An easy way to get in touch — Give an easy capture path: short form, booking link, or contact route from the first screen.
  • 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

The full work-up for Connectome-inspired spiking network you can try in the browser — every fix, with copy and code ready to paste.

Complete fix plan (every issue, step by step)

1. No obvious button to start

Replace generic 'Recognize' button with action-oriented, context-aware label: 'Run In-Browser Inference'

  1. Put one primary button on the first screen 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. Search engines can’t tell what you sell

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. No price anywhere on the page

Remove any implication of commercial availability; instead add a clear 'Research Artifact — Not for Production Use' badge near the demo controls to manage expectations and reinforce academic credibility.

  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. No easy way to get in touch

Make it easy to interact with the demo 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. 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.

6. Nothing on the page proves you’re a real business

Add visible, concise attribution: 'Based on Drosophila connectome statistics (Scheffer et al., 2020) and Horowitz 45nm energy model (2014); code and ONNX model open under MIT License' — directly below the demo.

  1. Add 2–3 real testimonials or case results with names/logos near the CTA.
  2. Link a privacy policy and terms page in the footer.
  3. Show any credentials, guarantees, security or compliance badges you hold.

7. Nothing describes you in search results

Write a meta description that names the model type (sparse LIF SNN), key differentiators (5% density, Drosophila-inspired masks, event-driven additions only), hardware-aware energy savings (112× vs dense MLP), and clarifies it's a browser-e

  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.

8. Shared links look broken

Add Open Graph tags so shared links render with a clear title and value proposition.

  1. Add og:title, og:description, og:image and og:url to <head>.
  2. Use a 1200×630 share image with the value proposition baked in.
  3. Test the preview with the Facebook/LinkedIn debuggers.

Done-for-you assets — copy & paste

SEO title
Where to paste: Replace the <title> tag inside your page <head>.
Sparse-SNN: Energy-Efficient Spiking MNIST Recognition
Meta description
Where to paste: In <head>, set <meta name="description" content="…"> to this (replace the old one).
Run a biologically inspired, 5% sparse spiking neural network in your browser — 112× lower energy vs dense MLPs. Try it now.
H1 — main page heading
Where to paste: Make this the single <h1> at the top of the homepage (real text, not an image).
Classify Handwritten Digits with a Brain-Inspired Spiking Network

— or one of these —
- Draw. Spike. Recognize — All in Your Browser.
- A Connectome-Statistical Spiking Network That Runs on JavaScript.
Primary CTA button
Where to paste: Use as the main button on the first screen; repeat it after your proof/services section.
Draw & Recognize
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": "Connectome-inspired spiking network you can try in the browser",
  "url": "https://awareliquid-sparse-snn-demo.static.hf.space/index.html",
  "description": "Sparse-SNN is a browser-native, ONNX Runtime Web–powered spiking neural network using LIF neurons, Drosophila-derived connection statistics, and event-driven arithmetic for MNIST/Fashion-MNIST classi…",
  "makesOffer": [
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Browser-native spiking neural network inference via ONNX Runtime Web"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Connectome-statistical sparse topology generation (5% density, Drosophila-inspired)"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Event-driven arithmetic implementation (add-only spikes, no MACs)"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Analytic energy estimation using 45nm CMOS models (Horowitz 2014)"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Surrogate gradient training for sparse LIF networks"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Open research artifact with full model, code, and reproducibility notes"
      }
    }
  ]
}
</script>
llms.txt (for AI answer engines)
Where to paste: Create a plain text file at awareliquid-sparse-snn-demo.static.hf.space/llms.txt with this content.
# Connectome-inspired spiking network you can try in the browser

> Run a biologically inspired, 5% sparse spiking neural network in your browser — 112× lower energy vs dense MLPs. Try it now.

## Services
- Browser-native spiking neural network inference via ONNX Runtime Web
- Connectome-statistical sparse topology generation (5% density, Drosophila-inspired)
- Event-driven arithmetic implementation (add-only spikes, no MACs)
- Analytic energy estimation using 45nm CMOS models (Horowitz 2014)
- Surrogate gradient training for sparse LIF networks
- Open research artifact with full model, code, and reproducibility notes

## Links
- https://awareliquid-sparse-snn-demo.static.hf.space/index.html

Page-by-page findings

PageWhat to fix
/index.htmllooks healthy
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Action order

48-Hour Fix Plan

  • Replace generic 'Recognize' button with action-oriented, context-aware label: 'Run In-Browser Inference'
  • Add structured data (LocalBusiness / Organization schema: address, hours, phone, ratings) so search engines show you with rich results.
  • Remove any implication of commercial availability; instead add a clear 'Research Artifact — Not for Production Use' badge near the demo controls to manage expectations and reinforce academic credibility.
  • Make it easy to interact with the demo from the homepage — a visible form, booking link, or tap-to-call number.
  • Publish /llms.txt with a concise machine-readable product summary, audience, pricing, and docs links.

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 interact with the demo. Missing signals make the offer harder to understand and easier to ignore.

Packages

Turn this into more engaged researchers

You've seen the leaks, and the full plan above is yours free — every fix written out. The only thing we charge for is doing the work instead of you.

Do it yourselfFree

The complete evidence report and the prioritized, step-by-step plan for Connectome-inspired spiking network you can try in the browser — 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 Connectome-inspired spiking network you can try in the browser — 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 Connectome-inspired spiking network you can try in the browser + drift alerts so the fixes compound and never silently slip back.

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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

TitleSparse-SNN — connectome-inspired spiking network
Meta description0 chars
H1 heading Found 1/1
Structured data Missing

Crawl & AI files

robots.txt Found
sitemap.xml Missing
llms.txt (AI) Missing
Response time430ms

Pages we checked

/index.html
Sparse-SNN — connectome-inspired spiking network
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

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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 19 Sept 2026 — we re-run it fresh before we touch anything Connectome-inspired spiking network you can try in the browser · Grade F · 24/100
Done-for-you — €199 Walk me through the 8 fixes - free