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Integral
What it is
Integral is software for assessing, engineering, and documenting real-world data before it is used for AI. Qualified statistical experts assess re-identification risk and provide a signed opinion scoped to that assessment. Integral Privacy Sanitization de-identifies enterprise data while recording the assessment, remediation work, utility metrics, and methodology provenance. Remediation Preview lets teams compare privacy impact and utility metrics for several strategies before applying changes. The platform supports reassessment when datasets, recipients, or surrounding context change. Integral describes processing healthcare and clinical records, behavioral and consumer data, and enterprise and operational data. Deployment options include 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 a training pipeline. A HIPAA BAA is available, and the company describes HIPAA Expert Determination by qualified statistical experts. Integral is presented for AI builders and data collaborators, including model builders, data providers, pharma, data brokers, and analytics teams.
For and against
For
- Signed, scoped re-identification risk opinions
- Compares privacy and utility before remediation
- Supports reassessment as context changes
- Includes air-gapped deployment options
- Runs in a customer’s Databricks environment
Against
- Pricing is available only on request
- Some deployments require self-hosting
- No listed free plan
The verdict
Integral combines expert privacy assessment, documented sanitization, and strategy comparison for teams preparing data for AI. Its deployment range and Databricks option broaden where it can run, while buyers must request a quote.
Who it suits
Integral suits AI builders and data collaborators handling healthcare, consumer, behavioral, enterprise, or operational data. It is also intended for organizations needing self-hosted or specialized deployment environments.
Plans and prices
Custom pricing
Pricing not listed; book a demo
Read 4 Oct 2026 · useintegral.com
On the record
- API
- The site links to Bleach, an API for sanitizing data before it enters a training pipeline.useintegral.com · read 4 Oct 2026
- Company name
- The site identifies the company as Integral Privacy Technologies, Inc.useintegral.com · read 4 Oct 2026
- Continuous review
- The platform supports re-assessment as datasets, recipients, and context evolve.useintegral.com · read 4 Oct 2026
- Databricks
- Integral Privacy Sanitization can run directly in a customer's Databricks environment.useintegral.com · read 4 Oct 2026
- Data sanitization
- Integral Privacy Sanitization de-identifies enterprise data while documenting assessment, remediation, utility metrics, and methodology provenance.useintegral.com · read 4 Oct 2026
- Data types
- Integral describes processing healthcare and clinical records, behavioral and consumer data, and enterprise and operational data.useintegral.com · read 4 Oct 2026
- Deployment
- Deployment options include managed cloud, VPC or private cloud, on-premises, and air-gapped environments.useintegral.com · read 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 · read 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 · read 4 Oct 2026
- Privacy assessment
- Qualified statistical experts assess re-identification risk and provide a signed, scoped opinion.useintegral.com · read 4 Oct 2026
- Product
- Integral assesses, engineers, and documents real-world data to prepare it for AI use.useintegral.com · read 4 Oct 2026
- Remediation preview
- Remediation Preview compares privacy impact and utility metrics for multiple strategies before changes are applied.useintegral.com · read 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 · read 4 Oct 2026
- Support and sales
- The site directs prospective customers to book a demo and lists [email protected] for scheduling.useintegral.com · read 4 Oct 2026
