BERTlinker

Use cases

Building topic clusters with contextual internal links Finding orphan pages that need more internal links Improving site architecture based on content relationships Scaling internal linking for large e-commerce sites

SaaS platform that uses Sentence Transformer ML models to analyse page content and find semantically related pages that should link to each other.

Goes beyond URL patterns to understand content meaning, surfacing linking opportunities you'd never find manually.

Evolved from the award-winning Streamlit App of the Month into a full SaaS service.

Award Winner Crawl Data

Platform

Browser-based

Input

Screaming Frog crawl CSV or URL/content CSV

Output

CSV with related page pairs and similarity scores

Launch App

Features

Sentence Transformer ML embeddings
Semantic similarity scoring
Bulk page analysis at scale
Configurable similarity thresholds
Export recommendations to CSV

How to use

1 Export your crawl data from Screaming Frog or prepare a CSV with URLs
2 Upload your file to BERTlinker
3 Select which columns contain your URLs and content
4 Set similarity threshold and run the analysis
5 Download the results with linking recommendations

Want me to run this for you?

I run this tool as a managed service, or build something custom around your data. You get the insights without touching the code.

Book a Call

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This tool started as bespoke client work. I build custom scripts, data pipelines, and full apps for SEO and product data problems that off-the-shelf tools don't solve.