Privacy proof that clears enterprise procurement.
Enterprise buyers scrutinize every dataset that touches their environment. Their procurement teams ask for defensibility documentation before they sign. Integral produces the independent assessment and evidence package that clears procurement on the first pass.
The procurement stall
Your AI application runs on sensitive data. Your buyer's security and privacy review team needs to see how that data was assessed, what remediation was applied, and whether the determination holds for their specific environment and use case. Without that documentation, the deal waits.
Integral provides the defensibility layer that procurement teams trust: signed risk assessment, methodology provenance, utility metrics, and continuous re-assessment. The documentation travels with the data so every buyer review starts from evidence, not questions.
What Integral delivers
Procurement-ready documentation
End-to-end evidence packages — assessment, remediation, utility verification, and methodology provenance — designed for buyer security and privacy review teams. One package clears multiple buyers.
Posture that holds under examination
Every engagement is scoped to the dataset, the use, and the recipient. Continuous re-assessment keeps the posture current as your product and data evolve.
Faster deal velocity
Deals close faster when privacy documentation is ready before the buyer asks. Integral clears the procurement path so revenue follows the product.
How it works
Map the runtime data flow
Integral maps the sensitive data your application uses, the processing it performs, and the environments it touches.
Assess and determine
Qualified experts assess re-identification risk. The signed opinion is scoped to your application's specific data flows.
Engineer and document
Privacy remediation is applied where needed. Documentation covers the determination, the methodology, utility metrics, and re-assessment cadence.
Ship to buyers with evidence
Your application ships with the documentation that procurement teams require. Continuous re-assessment keeps the posture current as you release new versions.
Trusted by teams building on sensitive data

“We wanted a solution that would allow us to massage the data sets we were already using and augment them over time - without requiring a from-scratch re-analysis of the overarching data set. Today, all our data sources go through Integral before they ever hit an environment we access. Without Integral's flexibility, we couldn't stay defensible as data shifts.”
“By combining our data privacy infrastructure with Integral's privacy assessment technologies, we delivered a tailored solution that met our client's needs faster and more cost-effectively than alternatives. We look forward to supporting more clients in responsibly harnessing sensitive data for impactful LLM applications.”

“Integral provided the expertise and structure we needed to turn complex, regulated healthcare data into actionable insights. Their team is consistently responsive, highly knowledgeable, and deeply collaborative. They bring a level of rigor, attention to detail, and flexibility that is critical in this space.”
Frequently asked questions
What documentation do buyer procurement teams typically require?
Procurement teams ask for evidence of how sensitive data was assessed, what remediation was applied, who performed the determination, and how the posture is maintained over time. Integral produces all of this in a single evidence package.
Does this work for data we already use in production?
Yes. Integral can assess and document data already in your pipeline, improving your defensibility posture for existing deployments and future buyer reviews.
How does continuous re-assessment work?
As your application, data, or buyer requirements evolve, Integral re-evaluates the determination and updates the documentation. This keeps the posture current without manual re-engagement.
Can Integral support multiple buyer environments?
Yes. Determinations can be scoped per buyer or per deployment context. The documentation adapts to the specific regulatory and contractual requirements of each engagement.


