Integral
Integral assesses and prepares real-world data for AI use through privacy review, data sanitization, and documentation.
What Integral is
Integral assesses and prepares real-world data for AI use through privacy review, data sanitization, and documentation. Qualified statistical experts evaluate re-identification risk and provide a signed opinion scoped to the assessment. Integral Privacy Sanitization de-identifies enterprise data while recording assessment, remediation, utility metrics, and methodology provenance. Remediation Preview lets teams compare privacy impact and utility metrics across strategies before applying changes. The platform supports reassessment as datasets, recipients, and context evolve.
Integral describes work with healthcare and clinical records, behavioral and consumer data, and enterprise and operational data. Deployment choices include managed cloud, VPC or private cloud, on-premises, and air-gapped environments. Privacy Sanitization can run in a customer's Databricks environment, and the company links to Bleach, an API for sanitizing data before it enters a training pipeline. Integral says a HIPAA BAA is available and describes HIPAA Expert Determination by qualified statistical experts. Pricing is on request; prospective customers can book a demo or custom assessment.
Good
- Expert assessment includes a signed, scoped opinion
- Preview compares privacy impact and utility metrics
- Supports reassessment as data context changes
- Deployment includes on-premises and air-gapped options
Watch out
- Pricing is available on request
- A demo or custom assessment must be booked
Who it suits
Integral is presented for AI builders and data collaborators, including model builders, enterprise AI application teams, data providers, pharma, data brokers, and analytics teams. It may suit organizations preparing sensitive or operational data for AI use.
Verdict
Integral combines privacy assessment, data sanitization, and documentation, with deployment options spanning managed services and customer environments.
Plans and prices
From Integral's own pricing page, checked 4 Oct 2026.
| Plan | Price | What it gives you |
|---|---|---|
| Custom pricing | Priced on request | Pricing not listed; book a demo |
The facts
Each one read from Integral's own pages, with the date it was checked.
What it does
- API
- The site links to Bleach, an API for sanitizing data before it enters a training pipeline.checked 4 Oct 2026
- Continuous review
- The platform supports re-assessment as datasets, recipients, and context evolve.checked 4 Oct 2026
- Databricks
- Integral Privacy Sanitization can run directly in a customer's Databricks environment.checked 4 Oct 2026
- Data sanitization
- Integral Privacy Sanitization de-identifies enterprise data while documenting assessment, remediation, utility metrics, and methodology provenance.checked 4 Oct 2026
- Data types
- Integral describes processing healthcare and clinical records, behavioral and consumer data, and enterprise and operational data.checked 4 Oct 2026
- Deployment
- Deployment options include managed cloud, VPC or private cloud, on-premises, and air-gapped environments.checked 4 Oct 2026
- Intended users
- The site presents Integral for AI builders and data collaborators, including model builders, enterprise AI applications, data providers, pharma, data brokers, and analytics teams.checked 4 Oct 2026
- Pricing availability
- The site offers a personalized demo and custom assessment but does not state a product price on that page.checked 4 Oct 2026
- Privacy assessment
- Qualified statistical experts assess re-identification risk and provide a signed, scoped opinion.checked 4 Oct 2026
- Product
- Integral assesses, engineers, and documents real-world data to prepare it for AI use.checked 4 Oct 2026
- Remediation preview
- Remediation Preview compares privacy impact and utility metrics for multiple strategies before changes are applied.checked 4 Oct 2026
- Security and compliance
- The site says a HIPAA BAA is available and describes HIPAA Expert Determination by qualified statistical experts.checked 4 Oct 2026
- Support and sales
- The site directs prospective customers to book a demo and lists [email protected] for scheduling.checked 4 Oct 2026
The company
- Company name
- The site identifies the company as Integral Privacy Technologies, Inc.checked 4 Oct 2026
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