What Is Private AI Deployment? Why Professional Services Firms Need It
Quick Take / Direct Answer
Private AI deployment means all AI processing — query handling, document analysis, answer generation — occurs within your organisation's own cloud environment (your Azure subscription or AWS account). No queries, document contents, or answers are transmitted to any external AI provider. This is the required architecture when client confidentiality obligations are absolute. It costs more to set up than shared-cloud tools and is slower to provision, but provides the strongest available data protection posture.
The Three Deployment Architectures
Shared cloud (most off-the-shelf AI tools): Your queries and documents are transmitted to the AI vendor's shared cloud infrastructure. The vendor processes your data on servers shared with other customers. The vendor has contractual obligations not to misuse your data, but they physically access it.
Dedicated cloud (enterprise tier of some vendors): Your data is processed on servers logically dedicated to your organisation but operated by the vendor. Stronger isolation than shared cloud; vendor still operates the infrastructure.
Private deployment (your own cloud): Your organisation's Azure subscription or AWS account hosts the entire AI system. Govistudio engineers the system and hands it to your team to operate. The AI vendor (OpenAI, Anthropic, or an open-source model) is never in the processing path when your data is involved. This is the architecture that eliminates third-party data access entirely.
What Private Deployment Requires
| Requirement | Details |
|---|---|
| Cloud account | Your Azure subscription or AWS account |
| Compute resources | Azure OpenAI Service endpoint in your tenant; vector database (pgvector or Pinecone) |
| Networking | Private endpoints / VPC — no public internet exposure |
| Identity management | Azure AD or AWS IAM for access control |
| Monitoring | Azure Monitor or AWS CloudWatch for uptime and security |
| Initial setup cost | $5,000–$12,000 additional vs shared-cloud deployment |
| Ongoing infrastructure cost | $200–$2,000/month depending on usage volume |
Who Needs Private Deployment
- Law firms processing client documents subject to attorney-client privilege or legal professional privilege
- Accounting practices with client financial data subject to professional confidentiality
- Healthcare organisations subject to HIPAA
- Any UK firm processing personal data that requires UK data residency under UK GDPR
- Organisations with ISO 27001 certification requirements for data segregation