Does the Formula Work?
This site tests E = k·S·D·Λ·C on itself. Zero paid promotion. Pure organic discovery. The data below proves or disproves the formula.
Efficiency = k × Semantic Density × Dimensionality × Lambda × Compression
Methodology
The website you're reading is designed to demonstrate the efficiency formula:
- S (Semantic Density): Rich, meaningful content that Google indexes well
- D (Dimensionality): Clear information architecture users navigate easily
- Λ (Lambda): Sub-second load times, excellent Core Web Vitals
- C (Compression): Minimal bundle, maximum content per kilobyte
If the formula is correct, high values in S, D, Λ, and C should produce high E — observable as organic traffic growth, engagement, and discoverability.
Rules:
- $0 spent on advertising or promotion
- No purchased backlinks
- No artificial traffic inflation
- GA4 as the independent validator
Current Metrics
Last updated: Launch pending — metrics will populate after deployment
The Prediction
If E = k·S·D·Λ·C is valid:
- Organic search traffic should grow steadily without paid promotion
- Users should navigate naturally through the site (low bounce, high pages/session)
- Core Web Vitals should exceed thresholds
- Bundle sizes should remain minimal while content remains rich
If E = k·S·D·Λ·C is invalid:
- Traffic won't materialize despite high S, D, Λ, C values
- Or the metrics will show the site doesn't actually have high values
- Either way, the data will reveal the truth
Transparency Commitment
This page will be updated with real GA4 data once the site is live. No cherry-picking. No favorable time windows. Just raw data showing whether the formula predicts real-world outcomes.
If the metrics fail to meet targets, that's valuable information too. Science advances through both confirmation and falsification. This site is a bet that the formula is correct — and you can watch that bet play out in real time.
Contribute Your Own Data
Test the formula in your domain and submit your verification.
Submit Verification