Engineering AI and ML systems for regulated environments.
Noviscent provides end to end services for teams that need reliable AI and ML systems that meet regulatory expectations. We support embedded devices, OT equipment, manufacturing lines, and secure cloud deployments. Every service engagement includes the assurance, traceability, and validation evidence required in healthcare, med device, pharma, and advanced manufacturing.
Our services
- AI and ML development: LLM, vision, retrieval, and agent workflow engineering for embedded devices, OT systems, and single tenant clouds.
- Edge and hybrid integration: Embedded inference pipelines, OT connectors, gateway level processing, and hybrid edge cloud architectures with strict data residency controls.
- Cloud and VPC engineering: Secure ingestion pipelines, retrieval systems, and AI services deployed in single tenant environments that meet enterprise and regulatory requirements.
- Predictive maintenance: Signal extraction, anomaly detection, asset health scoring, and early fault identification for medical devices and industrial hardware fleets.
- MLOps and validation: Versioned model and data lineage, structured test harnesses, automated evaluation packs, and traceable review and approval workflows.
- Telemetry and data engineering: Device and factory data pipelines, event processing, secure streaming, and tamper evident audit logs.
- Regulatory support: Documentation frameworks and evidence packs aligned with PHIPA, PIPEDA, IEC 62304, ISO 13485, GxP, and related standards.
How we work
We collaborate with engineering, quality, and IT teams to design and deploy AI systems that are safe, reliable, and ready for auditor review. Whether you are introducing AI to an embedded product, migrating workflows to a VPC, or adding predictive intelligence to a hardware fleet, we provide both the technical build and the assurance that supports it.
Bring us your requirements, constraints, and compliance targets. We deliver AI and ML systems with clear documentation, validation evidence, and a dependable operational path.