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AI SEO RESEARCH LAB

We are
data scientists.

We’re a data science company and AI SEO Research Lab. Backed by the world’s largest backlinks database, ML models at 99%+ accuracy, and 1,000+ hours of AI citation research. Citation Engineering for Google. AI Citation Engineering for large language models. One authority infrastructure. Engineered.

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Authority engineered for

Brand 1 Brand 2 Brand 3 Brand 4 Brand 4 Brand 1 Brand 2 Brand 3 Brand 4 Brand 4 Brand 1 Brand 2 Brand 3 Brand 4 Brand 4

Google and AI is a data science problem.
Most agencies are not data science companies.
We are.

Google doesn’t count links. It computes crawl probability, entity authority, retrieval confidence.
The DR score your agency reports is a proxy — and proxies break down exactly where precision matters most.

LLMs don’t think in backlinks at all. They think in citation sources. Co-citation frequency.
Entity authority.  Document authority. Reference weighting.

Your brand’s position inside the stable citation clusters that LLMs have already formed.

Most agencies have no methodology for any of this. Not because they’re not trying — because they were built for a model that no longer maps to how search works.

WLDM was built for the model that does.

We map the authority layer of
the internet.

Two retrieval systems run on authority. Google computes ranking probability. LLMs compute citation probability. WLDM engineers both — using one authority infrastructure, one ML pipeline, and one methodology that traditional agencies have not built.

Pillar 01
Google Rankings

Citation Engineering

We don’t just build links. We engineer ranking probability. Every link changes crawl probability, entity association strength, and ranking probability — simultaneously. WLDM selects each one using ML: BERT entity extraction and cosine similarity. Authority graph construction.

Key Metric:

~50% traffic increase within 1–2 months

How Citation Engineering works
Pillar 02
AI Search

AI Citation Engineering — GEO

We engineer your brand’s position inside AI citation clusters. WLDM identifies stable clusters using harmonic centrality and semantic similarity — then engineers your brand into them. The world’s first AI Citations Outreach Service.

AI Probability:

Rank #1 on Google = 47% Citation Prob.

How AI Citation Engineering works

The research is ours.
The results are our clients'.

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hrs AI citation research — world's largest study
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Startups
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VCs & Angel Investors
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Innovative corporates & support organizations
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Countries represented