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Integral

What Integral is
Integral assesses and prepares real-world data for AI use through privacy review, data sanitization, and documentation. Qualified statistical experts assess re-identification risk and provide a signed opinion scoped to that assessment. Integral Privacy Sanitization de-identifies enterprise data and records the assessment, remediation, utility metrics, and methodology provenance. Before applying changes, teams can use Remediation Preview to compare the privacy impact and utility metrics of multiple strategies. The platform supports reassessment as datasets, recipients, and context change.
Integral describes processing healthcare and clinical records, behavioral and consumer data, and enterprise and operational data. It is available as a web product and for self-hosted deployment, with options including managed cloud, VPC or private cloud, on-premises, and air-gapped environments. Privacy Sanitization can run in a customer's Databricks environment. The site also links to Bleach, an API for sanitizing data before it enters a training pipeline. A HIPAA BAA is available, and the company describes HIPAA Expert Determination by qualified statistical experts. Integral Privacy Technologies, Inc. presents the product for AI builders and data collaborators, including model builders, enterprise AI applications, data providers, pharma, data brokers, and analytics teams. Pricing is on request; prospective customers can book a personalized demo and custom assessment.
Who it suits
Integral suits AI builders and data collaborators who need privacy assessment and data sanitization before using real-world data for AI. Its described users include model builders, enterprise AI application teams, data providers, pharma, data brokers, and analytics teams.
What it does well
- Experts provide a signed, scoped opinion on re-identification risk.
- Preview compares privacy impact and utility across remediation strategies.
- Supports reassessment as data, recipients, and context evolve.
- Deployment options include on-premises and air-gapped environments.
- Privacy Sanitization can run in a customer's Databricks environment.
What to know first
- Pricing is available on request.
- Prospective customers are directed to book a demo and custom assessment.
Plans
| Plan | Billed and limits | Price |
|---|---|---|
| Custom pricing | Pricing not listed; book a demo | On request |
As useintegral.com lists them, read 4 Oct 2026. The maker's own page has the final word.
Getting started
- Visit the Integral website.
- Book a demo or request a custom assessment.
- Discuss the deployment option that fits your environment.
- Arrange scheduling through [email protected].
Verdict
Integral suits organizations preparing sensitive, real-world data for AI that need expert privacy assessment and documented sanitization. Teams seeking pricing must request it through the sales process.
Questions
How much does Integral cost?
Pricing is on request. The site offers a personalized demo and custom assessment.
Which platforms does Integral support?
Integral is available on the web and as a self-hosted deployment. Options include managed cloud, VPC or private cloud, on-premises, and air-gapped environments.
What types of data does Integral process?
The company describes healthcare and clinical records, behavioral and consumer data, and enterprise and operational data.
Can Integral run in Databricks?
Integral Privacy Sanitization can run directly in a customer's Databricks environment.
Is a HIPAA BAA available?
The site says a HIPAA BAA is available and describes HIPAA Expert Determination by qualified statistical experts.
Who makes Integral?
The site identifies the company as Integral Privacy Technologies, Inc.
Facts from Integral's own pages
- API
- The site links to Bleach, an API for sanitizing data before it enters a training pipeline. · useintegral.com, 4 Oct 2026
- Company name
- The site identifies the company as Integral Privacy Technologies, Inc. · useintegral.com, 4 Oct 2026
- Continuous review
- The platform supports re-assessment as datasets, recipients, and context evolve. · useintegral.com, 4 Oct 2026
- Databricks
- Integral Privacy Sanitization can run directly in a customer's Databricks environment. · useintegral.com, 4 Oct 2026
- Data sanitization
- Integral Privacy Sanitization de-identifies enterprise data while documenting assessment, remediation, utility metrics, and methodology provenance. · useintegral.com, 4 Oct 2026
- Data types
- Integral describes processing healthcare and clinical records, behavioral and consumer data, and enterprise and operational data. · useintegral.com, 4 Oct 2026
- Deployment
- Deployment options include managed cloud, VPC or private cloud, on-premises, and air-gapped environments. · useintegral.com, 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. · useintegral.com, 4 Oct 2026
- Pricing availability
- The site offers a personalized demo and custom assessment but does not state a product price on that page. · useintegral.com, 4 Oct 2026
- Privacy assessment
- Qualified statistical experts assess re-identification risk and provide a signed, scoped opinion. · useintegral.com, 4 Oct 2026
- Product
- Integral assesses, engineers, and documents real-world data to prepare it for AI use. · useintegral.com, 4 Oct 2026
- Remediation preview
- Remediation Preview compares privacy impact and utility metrics for multiple strategies before changes are applied. · useintegral.com, 4 Oct 2026
- Security and compliance
- The site says a HIPAA BAA is available and describes HIPAA Expert Determination by qualified statistical experts. · useintegral.com, 4 Oct 2026
- Support and sales
- The site directs prospective customers to book a demo and lists [email protected] for scheduling. · useintegral.com, 4 Oct 2026
Where Integral stands on Freedom251
- Data Clean Room Software#13 of 21