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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.

Researching the gap between AI commodity and Human Expertise

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

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.