Regulated product engineering
Compliance-Critical Product Engineering
Production AI on clinical data. Engineered to scale across jurisdictions.
Scalable architectures for RAG and agentic systems operating under strict regulations: automated PII/PHI scrubbing, geo-fenced inference (EU data sovereignty / US HIPAA), zero data retention, and cryptographic model provenance.
Your team wants to deploy RAG or agentic workflows on real clinical or enterprise data. Legal and compliance hit the brakes.
Naive LLM wrappers and standard vector stores fail compliance audits immediately. Streaming patient health information (PHI) or proprietary records to external model APIs violates HIPAA and GDPR. Regulators and clinical boards demand strict data residency, cross-border isolation, and auditable proof for every model citation.
We engineer scalable AI pipelines with compliance and sovereignty built into the data flow.
We build production-ready RAG and inference pipelines designed for regulated environments: automated PII/PHI de-identification before data touches models, strict geographic routing (EU sovereignty vs US HIPAA), zero-data-retention agreements or private open-weights inference, and tamper-evident audit logging of all retrieval contexts and decisions.
What changed
- Secure RAG and multi-agent pipelines operating directly over clinical records and sensitive enterprise knowledge
- Automated PII/PHI redaction and token masking before data enters vector stores or model prompts
- Geographic data residency and inference isolation (EU data sovereignty, US HIPAA compliance zones)
- Zero-data-retention model enforcement and private open-weights self-hosted inference options
- Cryptographic provenance tracking: deterministic logging of document chunks, prompts, and model citations
- Scalable, audit-ready AI architecture that accelerates enterprise healthcare and regulated-market adoption
Compliant AI is an architectural guarantee, not a policy checklist.
PII & PHI Redaction Gateways
Automated entity recognition and token masking sanitize personal and clinical data before requests touch any model.
Geo-Routing & Data Sovereignty
Inference endpoints and vector indices are strictly geo-fenced to respect jurisdictional laws (EU Data Sovereignty, US HIPAA).
Zero Data Retention & Isolation
Model providers are locked under zero-retention agreements; open-weights self-hosted models are used where absolute isolation is required.
Immutable Provenance Tracking
Every model output is deterministically linked to exact source documents, context versions, and retrieval confidence scores.
Clinical Guardrails & Verification
Deterministic post-generation checks validate model answers against domain protocols and safety rules before reaching users.
Row-Level Knowledge Isolation
Vector stores and relational data enforce database-level row permissions, preventing cross-tenant or unauthorized context leaks.
Engineers scale AI capabilities freely. Regulators and clinical boards get verifiable transparency.
Developers build on top of clean, compliant pipeline abstractions without drowning in compliance paperwork. When hospital boards, enterprise clients, or auditors inspect the system, they receive instantaneous audit traces: exact context chunks, sanitization verification, model parameters, and verified source citations.
Ways to work together
Regulated AI Compliance Strategy
We audit your planned AI workflows, data flows, and geographic constraints, designing a compliant pipeline architecture for HIPAA, GDPR, and the EU AI Act.
Focused architecture blueprint and technical risk mitigation before engineering investments.Compliant AI Pipeline Platform Build
We implement and deploy the production-ready AI foundation: PII scrubbing, secure RAG, geo-routed inference, provenance logging, and monitoring.
Turnkey Infrastructure as Code and pipeline software owned entirely by your team.Deploying AI on clinical, patient, or strictly regulated enterprise data?
Tell us about your data domains, target geographies, and regulatory frameworks. We will design and build a scalable AI pipeline engineered for verified compliance.