NO BLACK BOX

How ASO
Actually Works

Most SEO agencies hide behind jargon and "proprietary algorithms." We show you every step. Here's exactly how we calculate your Vector Visibility Score and optimize your search presence.

The Traditional SEO Problem

The old way was opaque, expensive, and frustrating.

💼
Client
📦
Agency Black Box
🤷
"Trust us,
it's working"
No visibility
into work
1

You don't know what they're doing

2

You can't verify if it's working

3

When it fails, you have no data

4

You're dependent on their "expertise"

We think that's wrong. Here's our alternative.

The ASO Process: Fully Transparent

Five steps. Full visibility. No secrets.

01

Intent Centroid Calculation

We calculate what "perfect" looks like for your keywords

Process

  • Scrape top 20 results for your target keyword
  • Extract semantic meaning (not just keywords)
  • Create vector embeddings of all content
  • Calculate weighted average (position 1 = highest weight)
  • This becomes the "intent centroid"

What You Get

  • Which 20 URLs we analyzed
  • Their vector embeddings
  • Weight calculations
  • Final centroid coordinates
02

Your Content Embedding

We measure where you actually are

Process

  • Crawl your target page
  • Extract main content (remove nav, ads, etc.)
  • Chunk into semantic sections
  • Create vector embeddings using same model
  • Calculate average position in vector space

What You Get

  • Your content chunks
  • Each chunk's embedding
  • Distance from centroid per section
  • Which sections help vs hurt
03

VVS Score Calculation

We calculate your semantic distance from intent

Process

  • Calculate cosine distance between your content and centroid
  • Convert to 0-100 VVS score
  • Score interpretation: 80-100 = Excellent, 60-79 = Good, 40-59 = Moderate, 0-39 = Poor

What You Get

  • Raw cosine distance calculation
  • Breakdown by content section
  • Comparison to top 10 competitors
  • Historical trend (if previous scans exist)
04

Gap Analysis

We identify exactly what's missing

Process

  • Compare your content vectors to centroid
  • Identify semantic gaps (topics you don't cover)
  • Identify over-optimization (keyword stuffing)
  • Map content opportunities

What You Get

  • Specific topics missing
  • Frequency comparison tables
  • Competitor content excerpts
  • Recommended additions
05

Optimization Recommendations

We tell you exactly what to do (or do it for you)

Process

  • Foundation tier: Written recommendations with expected impact
  • Accelerate/Dominate tier: Full implementation with tracking
  • Continuous VVS improvement monitoring

What You Get

  • Every recommendation made
  • Expected VVS impact
  • Actual VVS impact after implementation
  • A/B test results if applicable

The VVS Formula

VVS = 100 × (1 - cosine_distance(your_content, intent_centroid))
80-100

Excellent: Strong alignment with search intent

60-79

Good: Solid foundation, but gaps exist

40-59

Moderate: Needs significant work

0-39

Poor: Major overhaul needed

Technical Deep Dive (For the Curious)

Detailed answers to the questions you actually have.

See a Real (Anonymized) Report

This is the level of detail you get every month.

Thalamus AI

Vector Visibility Score Report

Company: Anonymized SaaS Company • Date: January 15, 2026

Keyword: "enterprise CRM software"

68/100

Previous: 61/100 (+7)

Industry Avg: 58/100
Top Competitor: 84/100

Your Content Analysis

Hero
VVS 72/100
Features
VVS 81/100
Pricing
VVS 45/100
Case Studies
VVS 68/100
FAQ
VVS 34/100

Overall Distance from Centroid: 0.32

Gap Analysis

Missing Topics (high impact):

  • • Implementation timeline (0 mentions vs 4.2 avg)
  • • Volume pricing (1 mention vs 5.1 avg)
  • • Enterprise SSO (0 mentions vs 2.8 avg)
  • • Migration support (0 mentions vs 3.2 avg)

Over-Emphasized (dilutes focus):

  • • Company history (8 mentions vs 0.8 avg)
  • • Founding story (4 mentions vs 0.2 avg)

Recommendations

P1

Add FAQ section (Expected +12 VVS)

Cover implementation timeline, volume discounts, SSO providers, and migration process.

P2

Reduce company history (Expected +6 VVS)

Cut by 70%, reinvest in use case examples.

Predicted Outcome

If all recommendations implemented: VVS: 68 → 90 (+22)

Estimated Rank Change: #8 → #3-4

Timeline: 6-8 weeks

ASO vs Traditional SEO: The Technical Difference

See exactly how our approach differs from old-school SEO.

Aspect

What they measureWhat they measure
Success metricSuccess metric
Optimization approachOptimization
Reporting styleReporting
Updates handlingUpdates
TransparencyTransparency
Prediction capabilityPrediction

Traditional SEO

What they measureKeyword density, backlinks, rankings
Success metricPosition #1-10
Optimization approachStuff keywords, build links
Reporting styleYou're #8 for 'crm software'
Updates handlingReactive to algorithm changes
TransparencyBlack box, proprietary
Prediction capabilityWe'll try to improve rankings

ASO (Our Approach)

What they measureSemantic meaning, intent alignment
Success metricVVS Score (0-100)
Optimization approachAlign content with intent centroid
Reporting styleVVS is 68. Here's exactly why and how to improve.
Updates handlingProactive adaptation to AI evolution
TransparencyFull methodology, exportable data
Prediction capabilityThese changes predict +12 VVS, moving you to #3-4

Key Difference:

Traditional SEO fights the algorithm. ASO aligns with how AI actually understands content.

Our Transparency Commitment

Five promises we make to every customer.

Show Our Work

You'll never wonder what we're doing. Every recommendation includes the data and reasoning behind it.

Explain the Math

No hand-waving. No 'trust us.' We explain the calculations and you can verify them.

Admit Uncertainty

Sometimes we don't know. We'll tell you when something is an experiment vs. proven.

Learn in Public

When we're wrong, we say so. When we improve our methodology, you benefit immediately.

Your Data = Your Property

Export everything. Leave anytime. No vendor lock-in.

Frequently Asked Questions

Questions about our methodology.

Last Updated: February 2026 • We update this page quarterly as our methodology evolves

Ready to See How It Works?

Get your free VVS score and see exactly where you stand in AI search.