One platform for defensible data.
Integral assesses, engineers, and documents real-world data so it is ready for AI. One platform covers the full lifecycle: from initial assessment through privacy engineering to continuous re-assessment as data moves downstream.
Three verbs. One platform.
Assess
Qualified experts assess re-identification risk and produce a signed, defensible opinion. The assessment is scoped to the dataset, the use, and the recipient.
Engineer
Signal-preserving privacy remediation is calibrated to the intended analytical or training objective. Utility is measured, not assumed.
Document
Every engagement produces audit-ready documentation: the determination, methodology provenance, utility metrics, and a re-assessment schedule.
Platform capabilities
Expert Determination
A signed, scoped opinion on re-identification risk from qualified statistical experts. Built to be examined.
Learn moreEnterprise Data Sanitization
De-identify and document enterprise data at scale with Integral Privacy Sanitization. Signal preserved, determination attached.
Learn moreRemediation Preview
See the privacy impact and utility tradeoffs before you commit. Explore remediation options with full transparency.
Learn moreContinuous Re-Assessment
Datasets change. Recipients change. Re-assessment keeps the determination current and documentation audit-ready.
Learn moreForward Deployed Privacy Programs
A standing privacy program embedded directly in your pipeline. Same methodology, your environment.
Learn moreDeployment Options
Same engine, your environment. Cloud, VPC, on-prem, or air-gapped.
Learn moreThe lifecycle
Source
Identify and align on sensitive data assets with the data collaborator.
Assess
Qualified experts assess re-identification risk and produce a signed, defensible opinion.
Engineer
Signal-preserving privacy remediation calibrated to the intended use. Utility metrics document the tradeoff.
Deliver
Audit-ready data ships with the determination, methodology provenance, and evidence package.
Re-assess
Continuous monitoring as datasets, recipients, and context evolve. Documentation stays current.
Same engine, your environment.
Integral runs as a managed cloud service or deploys in your infrastructure: VPC, on-prem, or air-gapped. The assessment methodology and documentation are identical regardless of where the platform runs. Your data does not have to leave your environment.