Super intelligence (SI) data services
Enrich, classify, and govern data at scale.
NEXUS helps legal, compliance, and data leaders turn large, sensitive collections of documents, audio, video, and messages into structured, defensible data. We also build the AI systems and run the GPU infrastructure that put it to work.
Built for sensitive data
Pipelines run on our own hardware or inside your environment. Nothing goes to a third-party AI service unless you approve it.
Defensible by design
Originals are never modified. Every output is hashed and traceable to the source file and the process that produced it.
Engineers, not resellers
We build and operate our own OCR, translation, enrichment, and conversion tooling, and adapt it to the matter in front of us.
Solutions
Five ways we help
From the first scan to the model that reads it, one team covers the full path from raw data to decisions.
Data Enrichment & Classification
Turn documents, audio, video, and messages into searchable, classified data.
Learn moreeDiscovery & Forensics Readiness
Prepare data for collection, review, and production, with custody intact.
Learn moreData Platforms & Migration
Move, consolidate, and organize data for BI, governance, and discovery.
Learn moreAI Engineering & Custom Models
Build models, retrieval, and agents that work on your data, with evaluation built in.
Learn moreAI Infrastructure (Neocloud)
Dedicated GPU capacity and private model hosting, close to your data.
Learn moreHow we work
Start with a sample, scale what works
Assess
We review a representative sample of your data and agree on the outputs, formats, and acceptance checks.
Pilot
We run the pipeline on the sample and report results against those checks, including what did not work.
Scale
We process the full collection on dedicated hardware, with progress, exceptions, and custody records as we go.
Deliver and operate
Results ship in the formats you need. We can keep the pipeline running for new data.
Industries
Who we work with
Law firms and legal departments
Processing, translation, chat conversion, load-file QC, and review-ready productions for litigation, investigations, and regulatory matters.
Compliance and investigations
Classification, sensitivity and privilege flags, forensic analysis, and timelines that keep custody records intact.
Media, news, and research
Multi-source monitoring with summaries, bias and framing analysis, fact-versus-opinion highlighting, and story clustering.
Enterprise data and IT
Migrations, data lakes, retention and hold, BI-ready enrichment, and private AI infrastructure.
Research
Research behind the work
Our ChelatedAI program studies how retrieval and memory systems can adapt without corrupting the evidence they hold. Results are published openly, negative results included.
Research archive
The ChelatedAI lab notebook: adaptive retrieval, graph memory, and storage-assisted computation, each with a stated evidence boundary.
Read on mattmre.com ChelatedAIPapers
Versioned public preprints with methods, limitations, and falsifiers. Not peer reviewed, and labeled that way.
Read on mattmre.com ChelatedAIFindings ledger
What held up and what did not, with each claim kept separate from the test that supports it.
Read on mattmre.comHave a data problem that will not fit in a spreadsheet?
Tell us what the data is, where it lives, and what it needs to answer. We will tell you plainly what we can deliver, how we would test it, and what it would take.