1. Home
  2. /
  3. The SEO Laboratory

The SEO Laboratory

Live Research & Data

The SEO Lab: Testing the Frontiers of AEO

Environment: Controlled Search Testing | Variables: LLM Citations & Algorithmic Stabilization | Lead Researcher: Carla dos Santos

Theory is fine, but data is definitive. The SEO Laboratory is my dedicated space for testing how generative AI and search algorithms react to specific technical stimuli in real-time.

Forensic Archives: Published Lab Reports

Sift through real, unedited search verification data mapping clean structural recovery across diverse platforms and international markets.

Lab Report #01 // Enterprise System

Surgically Fixing Impression-to-Click Traffic Bleed →

How a forensic baseline audit stopped an active visibility leak for an enterprise portfolio, turning a flat 0.4% CTR into a scaled +635.9% organic click recovery.

Keyphrase: traffic bleed | Delta: +635% Clicks

Lab Report #02 // Cloud-CMS Stack

Algorithmic Repositioning on Wix Infrastructure →

Overriding native platform boundaries to execute targeted template metadata and schema injections, locking down a permanent 31.5 position shelf for a UK B2B agency.

Keyphrase: algorithmic repositioning | Delta: Platform Stabilization

Lab Report #03 // Hospitality & Travel

Intent Architecture Realignment for Cape Town Tourism →

Resolving regional traffic volatility by cleanly disconnecting broad informational blogs from transactional modules to unlock a highly resilient 18.2 position floor.

Keyphrase: intent architecture | Delta: +375% Interaction Efficiency

Lab Report #04 // Localized Education

Localised Dominance for a South African ECD School →

Isolating precise geographic entity signatures to bypass institutional directories, driving a local childhood development brand to a dominant 8.5 average search position.

Keyphrase: localized dominance | Delta: 8.5 Single-Digit Capture

Lab Report #05 // Premium Personal Brand

Entity Value Signal Engineering for Luxury Creators →

Restructuring image asset profiles and semantic layout configurations to isolate high-end commercial queries, producing a spectacular 7.3% booking funnel CTR.

Keyphrase: entity value signal | Delta: 7.3% High-Value CTR

Lab Report #06 // Cross-Border AEO

French Team Building Migration & AEO Architecture →

Executing multilingual entity mapping and AEO-focused content migrations for international corporate events, driving targeted answer engine visibility.

Keyphrase: French team building migration | Delta: Multilingual LLM Indexing

Lab Report #07 // Executive Coaching

B2B DSP Executive SEO & AEO Coaching Framework →

Enabling senior leadership teams with high-yield technical and algorithmic models for demand-side platforms to capture enterprise search demand.

Keyphrase: B2B DSP executive SEO coaching | Delta: Leadership Capability

Lab Report #08 // Property & Real Estate

Cape Town Real Estate E-E-A-T & Custom CMS Optimization →

Leveraging bespoke CMS structures and localized author signals to establish competitive topical authority in high-value real estate search spaces.

Keyphrase: Cape Town real estate E-E-A-T | Delta: High-Intent Authority

Lab Report #09 // Non-Profit & AEO

NGO WordPress Rebuild & Strategic AEO Coaching →

Combining lean WordPress architecture with answer engine optimization tactics to amplify non-profit donor visibility and search authority.

Keyphrase: NGO WordPress rebuild AEO | Delta: Organic Visibility Expansion

Lab Report #10 // Digital Publishing

Publisher HCU Recovery via External Author E-E-A-T Verification →

Deploying external entity validation and structured author proof-points to reverse Google Helpful Content Update (HCU) penalties across large publishing networks.

Keyphrase: HCU recovery author E-E-A-T | Delta: Penalty Reversal

Lab Report #11 // Algorithmic Metrics

Organic Yield Analysis: Domain Authority vs. Traffic Velocity →

Demystifying third-party domain metrics to reveal the true correlation between technical yield, actual traffic valuation, and search profitability.

Keyphrase: domain authority vs traffic | Delta: True Traffic Yield

Lab Report #12 // Team Upskilling

Empowering Editorial Teams for AIO & AEO Readiness →

Structured SEO workshops designed to align content creators with AI Optimization (AIO) standards and direct-answer engine ranking mechanics.

Keyphrase: SEO workshops content teams AIO AEO | Delta: Workflow Optimization

Core Research: Current Live Experiments

Experiment Focus Hypothesis
Source Citations LLMs Semantic triplets increase citation probability by 40%.
HCU Recovery Google Core Removal of “filler” content restores keyword velocity.