2022-10-18
Making a MIRACL: Multilingual Information Retrieval Across a Continuum of Languages
arXiv
Informs: Methodology
Does not establish current Google ranking factors or guaranteed outcomes.
NAVINES SEO LAB
Research
Original analysis and critical notes with methods, sources, and limitations.
Research evidence library
Six supplied papers, read in full and translated into bounded product decisions.
2024-04-14
Competitive Retrieval: Going Beyond the Single Query
arXiv
Informs: Competitive multi-query portfolio planner
Does not establish current Google ranking factors or guaranteed outcomes.
2020-05-26
Ranking-Incentivized Quality Preserving Content Modification
arXiv
Informs: Competitive multi-query portfolio planner
Does not establish current Google ranking factors or guaranteed outcomes.
2025
The Search for Stability: Learning Dynamics of Strategic Publishers with Initial Documents
Journal of Artificial Intelligence Research
Informs: Competitive multi-query portfolio planner
Does not establish current Google ranking factors or guaranteed outcomes.
2024
GEO: Generative Engine Optimization
KDD / arXiv
Informs: AI citation-readiness lab
Does not establish current Google ranking factors or guaranteed outcomes.
2024-07-04
Adversarial Search Engine Optimization for Large Language Models
arXiv
Informs: AI search manipulation safety checker
Does not establish current Google ranking factors or guaranteed outcomes.
Evidence reviewed 14 August 2026
Ethical SEO versus search spam
Distinguish useful optimization from manipulation, understand risk, and build a responsible recovery process.
Ethical SEO versus search spam | NAVINES SEO LabRedirects reveal what surface content can hide
What a 2007 forum-spam study still teaches about redirect analysis and safe fetching.
Redirects reveal what surface content can hide | NAVINES SEO LabSEO scores are not evidence
What the MDPI university and ranking-factor studies show about opaque composites and correlation.
SEO scores are not evidence | NAVINES SEO LabLearn SEO through documented experiments
Retain the experiential method while rejecting unsupported keyword targets.
Learn SEO through documented experiments | NAVINES SEO LabComments are a governance surface, not an SEO shortcut
Separate historical commenting patterns from unsupported ranking claims and current abuse risk.
Comments are a governance surface, not an SEO shortcut | NAVINES SEO LabResearch
Original analysis and critical notes with methods, sources, and limitations.
We do not chase algorithms. We build clarity, trust, and compounding visibility.
Make advanced search intelligence understandable, useful, and accessible—then help businesses turn it into measurable action.
Method
- Inventory hosts, environments, templates, key journeys, and known migrations.
- Collect bounded crawl, server, Search Console, sitemap, and rendered-page evidence.
- Write the business question and define the grain, filters, and comparable periods.
- Preserve query, page, locale, device, and country context before aggregating.
Limitations
- Privacy thresholds, sampling, consent, attribution, and tracking loss create gaps.
- Search Console and analytics use different definitions, windows, and processing systems.