Real-world data infrastructure for AI
refine8 turns real-world operational data into safe, ready-to-use assets for building and training AI. License de-identified datasets, protect your own data, or train models and agents in realistic environments.
For data providers
A long-term partnership, not a one-off sale. A secure connector refines your data on a schedule, so it earns month after month without exposing customers, employees or trade secrets.
For data buyers
Sourced from long-term partners who license only through refine8, with clean rights and a documented chain of provenance.
Products
Three products in development. Join the early access list to hear first.
Reinforcement learning environments grounded in how businesses actually operate. Each one packages real workflow tasks, the tools needed to complete them, and graders that score outcomes, so any team can train and evaluate AI models and agents on work that matters.
Release date: Coming soon
The refine8 de-identification engine, available on its own. It finds and removes personal and commercially sensitive information across databases, documents and free text, then tests the result for re-identification risk and produces a report you can hand to counsel.
Release date: Coming soon
A sandboxed replica of the enterprise software agents will meet on the job, such as ticketing, scheduling and records systems, populated with realistic de-identified data. Agents practice multi-step work end to end and are scored on the outcome, with no risk to production systems.
Release date: Coming soon
The refine8 flywheel
Providers on one side, buyers on the other, trust at the hub. Each step feeds the next. Pick a step, or let the wheel turn.
Industries
We go deep where we work: domain experts, trusted provider networks and the regulatory know-how each sector demands.
Leasing, maintenance and resident operations.
Contracts, claims and disputes.
Codebases, tickets and change history.
Freight, fleets and the last mile.
Four stages, one accountable partner, from your systems to a lasting revenue stream.
We review your data, map its sensitivity, and estimate its value to buyers.
We de-identify, clean and structure it, then score its re-identification risk and certify it.
Vetted buyers license through us under terms you approve. Your identity stays confidential.
A secure connector keeps refined data flowing, with usage reporting and audit rights throughout.
Trust, privacy and compliance
Certification isn't a badge we hand out. It's what happens to every record before any buyer sees a sample. Here's one work order, before and after.
Illustrative example · names and numbers are fictional
refine8 engine
What stays: the problem, the timeline and the outcome. That's what models learn from.
For partners
The Partner Program is for organizations that want to grow with refine8, not just do one deal with us. Partners commit to a long-term relationship. In return they get better economics, priority access to buyers and products, and a direct say in what we build next.
Companies that commit their operational data to refine8 through a multi-year agreement.
Software platforms that hold operational data, such as ticketing, scheduling or records systems.
Privacy, legal and consulting firms that guide clients through data monetization.
A confidential, no-obligation assessment. Your data never leaves your environment during review.