EST. 2026 / DATA REFINERY FOR THE AI ERA

Turn dormant
corporate data into
training gold.

Datacleand extracts, cleans, and structures the 80% of enterprise data that sits unused — transforming forgotten archives, logs, and documents into premium datasets for frontier AI labs.

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RAW → REFINED ● LIVE
0010x7f3a :: unstructured_email_archive.eml
002[redacted] / PII scrubbed
003→ entity: financial_memo
0040x8b21 :: legacy_db_dump_q4.sql
005→ schema: customer_journey
006tokens: 1.4M → deduplicated
007→ quality: 0.94 (training-ready)
0080xc1f9 :: sharepoint_corpus_17/
009parsing 48,291 documents...
010→ domain: supply_chain_ops
0110x2e4c :: meeting_transcripts/
012→ ready for delivery
The Problem

Most enterprise data never sees daylight — and AI labs are starving for it.

Every corporation sits on petabytes of unseen, unstructured, and undervalued information. Meanwhile, frontier labs have exhausted the public internet. The bottleneck isn't compute — it's data.

Industry estimate
80%
of enterprise data goes unused after creation — trapped in legacy systems.
Training demand
10×
growth in high-quality training data needs for frontier model runs year-over-year.
Corporate value
$0
current realized value of most dark data — until it's structured and licensed.
The Process

From archive floor
to training-grade corpus.

01 / SOURCE
Partner with data holders
We partner directly with enterprises to unlock dormant archives — emails, documents, internal wikis, call transcripts, legacy databases — under revenue-share agreements. Full legal compliance, full audit trail.
02 / CLEAN
Scrub, de-identify, deduplicate
Our pipeline removes PII, strips proprietary identifiers, filters noise, and eliminates duplicates. Every token passes through a privacy-preserving extraction layer engineered for regulated industries.
03 / STRUCTURE
Classify and annotate by domain
Data is organized into domain-specific corpora — legal, financial, medical, industrial, operational — with rich metadata and quality scoring. Ready for fine-tuning, pre-training, or RAG.
04 / DELIVER
Ship to frontier labs
Refined datasets are delivered under bespoke licensing agreements — exclusive, semi-exclusive, or shared pool. Source enterprises earn ongoing royalties as their data powers the next generation of AI.
Who we serve

Built for both sides of the data economy.

For AI Labs
Frontier training data, rare by construction
Access domain-specific corpora that don't exist on the open web. Exclusive licensing available. Quality-scored, de-duplicated, and delivered in training-ready formats.
For Enterprises
Monetize the data you forgot you had
We handle extraction, cleaning, legal compliance, and buyer relationships. You earn recurring revenue from archives that were costing you storage fees.
For Data Brokers
Upgrade your inventory to AI-grade
Partner with us to refine existing data holdings into training-ready corpora — unlocking a buyer class that pays premium rates for premium structure.
For Research Institutions
Preserved knowledge, rediscovered
Decades of archives, transcripts, and specialized corpora can fund future research through ethical licensing — without compromising subject privacy.
Get in touch

The data is already there.
Let's refine it.

Whether you're an AI lab sourcing novel training data or an enterprise sitting on untapped archives, we'd like to talk.

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