Data Materialization.
Built for your AI.
High-quality private data, procured on demand. Clear rights, measured quality and provenance you can inspect.
Overview
For Heads of AI and the teams building across industries: we turn a model challenge into a focused data programme. We find specialist private sources, establish permitted use, prepare the records and document their provenance. Through our partnership with IPTO.AI, we procure high-quality private data on demand for training, retrieval and evaluation.
Clean data teaches the signal
A model trained or grounded on clean, enriched records learns what matters and spends less on noise. Fewer wrong answers, less to correct afterwards.
Provenance is the key
Every record carries where it came from, who may use it, and on what terms. That is what lets a buyer trust it, and a supplier get paid for it.
Privacy is the standard
Assess consent, permitted use and privacy constraints before delivery. The documentation travels with the dataset, so your team can review how it may be used.
Every record keeps its paper trail.
Born from real use
The best training signal comes from real people using real systems, not scraped pages or a model grading itself.
Source and rights, documented
Keep the source, permitted uses and delivery version connected, so procurement and engineering can inspect the evidence behind the data.
Quality against your benchmark
Agree the coverage, format and acceptance checks with your AI team. Review samples against the task before expanding the supply.
Inside the lattice
Every point is connected.
Zoom into the cube and every point is a record, linked to the ones around it.
One chain holds the value.
For any question, one line through the lattice carries what matters. We find it and mark it.
Extracted, not swallowed.
That chain is lifted out for the model. It doesn’t have to consume the whole weight: it reaches the right information, granularly, for maximum training efficiency.
With the rules attached.
Data protocols, access, control and policy travel with every chain: who can use it, for what, for how long, and how it is withdrawn.
Services
Dataset sourcing
Finding the data that actually answers the question, including the sources nobody has thought to ask.
Licensing & rights
Buying and selling data rights with terms that survive legal review.
Cleaning & labelling
Turning raw data into something consistent, documented and fit to learn from.
Retrieval units
Data delivered as structured units with provenance, confidence and licence terms attached, ready for a model or an agent.
Feeds & pipelines
Recurring deliveries with checks, so the data stays good after the first drop.
Process
- Source — Map the decision the data supports, then find where that data lives.
- Clear — Secure the rights, and document where every record came from.
- Refine — Clean, label and enrich it until it is fit for purpose.
- Deliver — Hand it over once, or on a schedule, with quality checks attached.
Our data procurement partner
We partner with IPTO.AI to procure high-quality private data on demand.
Explore IPTO.AI