Privacy is what stands between you and the data.
Real-world data makes models better. But acquiring, licensing, and using regulated data means navigating privacy risk that slows procurement, delays launches, and leaves audit exposure. Integral resolves the privacy so the data moves.
Model Builders & Frontier Labs
Get audit-ready real-world data faster. Accelerate acquisition and unlock enterprise procurement.
Learn moreEnterprise AI Applications
Give your buyer's procurement team the privacy proof it asks for. Ship without the privacy stall.
Learn moreData Labelers & Annotation Platforms
Expand into regulated domains with human exposure that is bounded, documented, and defensible.
Learn moreWhat Integral delivers for AI builders
Faster acquisition
Privacy engineering and independent risk assessment compress the timeline from months of review to days of execution. Data reaches your pipeline while it is still relevant.
Cleared procurement
Buyer procurement teams ask for defensibility documentation. Integral delivers the full cycle — assessment, remediation, utility verification — and produces the audit-ready evidence packages they require.
Defensible by design
Every dataset ships with end-to-end documentation: what was assessed, what was remediated, what utility was preserved, and how the posture is maintained as data and context evolve.
How it works
Scope the use case
Integral maps the data, the intended use, the recipients, and the regulatory context to define assessment boundaries.
Assess the data
Qualified experts assess re-identification risk under the defined scope. The result is a signed, defensible opinion.
Engineer to preserve the signal
Privacy remediation is tuned to the analytical or training objective. Utility is measured and documented, not assumed.
Deliver audit-ready, then re-assess
Data ships with documentation that travels. As datasets, recipients, or context change, continuous re-assessment keeps the determination current.
What teams say
“By combining our data privacy infrastructure with Integral's privacy assessment technologies, we delivered a tailored solution that met our client's needs faster and more cost-effectively than alternatives. We look forward to supporting more clients in responsibly harnessing sensitive data for impactful LLM applications.”
Frequently asked questions
How fast is the risk assessment?
Most engagements complete the full cycle — assessment, remediation, and documentation — in days, not months. Speed depends on dataset complexity, but Integral's platform automates the heaviest parts of the workflow.
Does our data leave our environment?
It does not have to. Integral supports cloud, VPC, on-prem, and air-gapped deployment. Forward-deployed engagements embed directly in your infrastructure.
What documentation do we get for enterprise procurement?
A signed risk assessment (Expert Determination for HIPAA-covered data), methodology provenance, remediation specifications, utility metrics, and a continuous re-assessment schedule. The package is designed for buyer security and privacy review teams.
How is data utility preserved?
Remediation is tuned to the intended analytical or training objective. Integral measures utility before and after engineering so the tradeoff is explicit and documented.
What types of regulated data does Integral handle?
Any regulated dataset where re-identification risk must be assessed and documented. Healthcare, clinical, claims, consumer, financial, and other sensitive data types are all in scope.
