Same engine, your environment.
Integral's assessment methodology, privacy engineering, and documentation are identical regardless of deployment model. Choose managed cloud for simplicity, or self-host in your VPC, on-prem infrastructure, or air-gapped environment.
Deployment flexibility, consistent methodology
Where the platform runs does not change what the platform does. The risk assessment methodology, the privacy engineering calibrations, the utility metrics, and the documentation format are identical across all deployment models. The assessment is as defensible in an air-gapped facility as it is in Integral's managed cloud.
Deployment models
Managed cloud
Integral operates the platform. Data is processed in Integral's secure environment and returned with full documentation. Fastest time to first deliverable.
VPC / Private cloud
The platform deploys in your cloud VPC. You control the network perimeter and access policies. Integral provides the software and methodology.
On-premises
For organizations with data residency or regulatory requirements that mandate on-premises processing. Same platform, your hardware.
Air-gapped
Fully disconnected deployments for the most sensitive environments. No network connectivity required. Assessment and engineering run locally.
Why deployment flexibility matters
Data stays where you need it
Regulatory requirements, internal policies, and client contracts may dictate where data can be processed. Integral meets you where your data lives.
Same defensibility everywhere
The methodology and documentation are identical across deployment models. An assessment from an air-gapped deployment is as defensible as one from managed cloud.
Start fast, scale your way
Start with managed cloud for speed, then transition to self-hosted as requirements evolve. The platform supports migration between models.
Trusted by teams building on sensitive data

“Before Integral, compliance projects were a limiting factor. It would take months to get one done, and we still couldn't explain why certain decisions were made. Integral's approach is notably more creative and scalable than any other solution. Their operations process is very clean, which builds confidence with our clients. And by automating most of the process, Integral has cut our timelines in half. That speed has made a huge difference for us.”
“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 goes beyond the initial report. They peel back the layers and keep asking the right questions until they truly understand how your data works. That level of attention is what you need when pharma clients are asking hard questions and expect real answers.”
Frequently asked questions
Can we start with managed cloud and move to self-hosted later?
Yes. The platform and methodology are identical across deployment models. Migration is supported without re-assessment of existing deliverables.
What infrastructure is required for self-hosted deployment?
Requirements vary by deployment model and data volume. Integral provides infrastructure specifications and deployment support for each model.
Is the assessment methodology different across deployment models?
No. The risk assessment methodology, privacy engineering calibrations, and documentation format are identical across all deployment models.
Does Integral support Databricks-native deployment?
Yes. Integral Privacy Sanitization can run directly in your Databricks environment. See the Enterprise Data Sanitization page for details.


