# De Novo Clustering - Expert Clustering Insights

De Novo Clustering offers expert on-demand clustering reports and automated clustering APIs.
We specialize in clustering complex datasets:
- High-dimensional medical data (EHRs, genomics)
- Manufacturing and IoT sensor streams
- Multilingual document corpora
- Large-scale financial logs

Our methodology prioritizes a manual, expert-led exploratory data analysis (EDA) phase to find the correct metric space and manifold before applying clustering algorithms. We test multiple methodologies and provide both hard and soft (probabilistic) cluster assignments, complete with rigorous fitness metrics (Silhouette, Davies-Bouldin, Calinski-Harabasz).

Clients either receive clustered outputs and reporting, or a validated API that applies the approved methodology to future data.

## Site Structure
- /services : Our core Expert Clustering Insights Report and Automated API
- /process : Our 6-stage clustering process
- /expertise : Our domain knowledge and supported methodologies
- /case-studies : Anonymized examples of past success
- /technical-deep-dives : Senior engineering articles on solving edge cases (ETL, multilingual text, concept drift, high-dimensional spaces, time series, multimodal data)
- /security-trust : How we isolate data and provide reproducibility artifacts without relying on black-box LLMs
- /pricing : Pricing models
- /about : Information about our team-led clustering lab

Contact us at /contact for a custom technical outline.