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Integral

useintegral.com

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Spec score 7.0 #16 of 21 in Data Clean Room Software

What it is

Integral prepares real-world data for AI by assessing privacy risk, sanitizing datasets and documenting the work. 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 details, remediation, utility metrics and methodology provenance. Remediation Preview lets teams compare privacy impact and utility metrics across several strategies before applying changes, and the platform supports reassessment as datasets, recipients and context evolve. 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 directly in a customer’s Databricks environment. The site links to Bleach, an API for sanitizing data before training pipelines, and says a HIPAA BAA is available. Integral is presented for AI builders, data providers, pharma, data brokers and analytics teams. Pricing is on request.

Spec sheet

Product
Integral assesses, engineers, and documents real-world data to prepare it for AI use.Read 4 Oct 2026 · useintegral.com
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.Read 4 Oct 2026 · useintegral.com
Deployment
Deployment options include managed cloud, VPC or private cloud, on-premises, and air-gapped environments.Read 4 Oct 2026 · useintegral.com
API
The site links to Bleach, an API for sanitizing data before it enters a training pipeline.Read 4 Oct 2026 · useintegral.com
Company name
The site identifies the company as Integral Privacy Technologies, Inc.Read 4 Oct 2026 · useintegral.com
Continuous review
The platform supports re-assessment as datasets, recipients, and context evolve.Read 4 Oct 2026 · useintegral.com
Data sanitization
Integral Privacy Sanitization de-identifies enterprise data while documenting assessment, remediation, utility metrics, and methodology provenance.Read 4 Oct 2026 · useintegral.com
Data types
Integral describes processing healthcare and clinical records, behavioral and consumer data, and enterprise and operational data.Read 4 Oct 2026 · useintegral.com
Databricks
Integral Privacy Sanitization can run directly in a customer's Databricks environment.Read 4 Oct 2026 · useintegral.com
Pricing availability
The site offers a personalized demo and custom assessment but does not state a product price on that page.Read 4 Oct 2026 · useintegral.com
Privacy assessment
Qualified statistical experts assess re-identification risk and provide a signed, scoped opinion.Read 4 Oct 2026 · useintegral.com
Remediation preview
Remediation Preview compares privacy impact and utility metrics for multiple strategies before changes are applied.Read 4 Oct 2026 · useintegral.com
Security and compliance
The site says a HIPAA BAA is available and describes HIPAA Expert Determination by qualified statistical experts.Read 4 Oct 2026 · useintegral.com
Support and sales
The site directs prospective customers to book a demo and lists [email protected] for scheduling.Read 4 Oct 2026 · useintegral.com

Plans and prices

Custom pricing Priced on request Pricing not listed; book a demo Read 4 Oct 2026 · useintegral.com

Every Integral plan and price →

Strong points and limits

Strong points

  • Signed re-identification risk opinions from statistical experts
  • Compares remediation strategies before changes
  • Records utility metrics and methodology provenance
  • Supports on-premises and air-gapped deployment
  • Runs Privacy Sanitization in Databricks

Limits

  • Pricing is available only on request
  • A personalized demo is required for sales discussion
  • Reassessment is needed as context changes
  • HIPAA BAA availability is stated, not included automatically

Who it suits

AI builders and data collaborators that need documented privacy assessment and de-identification. It suits teams handling healthcare, consumer, behavioral or operational data across controlled deployment environments.

Verdict

Integral focuses on privacy engineering and documentation for AI data workflows, with deployment choices ranging from managed cloud to air-gapped environments. Its assessment and preview tools help teams weigh privacy impact against data utility before sanitization.

Where Specifiction places it

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