Agentic Workflows
Multi-step agents that handle intake, triage, documentation, and follow-through, with human checkpoints where the stakes demand them.
AI Foundry
AI that survives contact with the real business.
The Foundry is our applied-AI studio. We build the models, agents, data plumbing, and evaluation harnesses that turn promising pilots into systems people actually run their day on.
Capabilities
What we build
Decision Intelligence
Forecasting, risk scoring, and next-best-action engines wired directly into the systems of record your teams already use.
Data Foundations
Ingestion, entity resolution, lineage, and governance - the unglamorous layer that determines whether any of the rest works.
Evaluation & Assurance
Golden datasets, regression suites, drift monitoring, and red-teaming so model behavior is measured rather than assumed.
Responsible AI
Policy, auditability, PHI/PII controls, and model documentation aligned to HIPAA, SOC 2, and emerging AI governance requirements.
Platform Enablement
We hand over runbooks, dashboards, and trained internal teams - not a black box that only we can maintain.
How It Works
From thesis to production in four moves
Frame
Two weeks to define the decision, the data, the baseline, and the number that has to move.
Prototype
A working system against real data within 30 days, evaluated against the baseline rather than a demo script.
Harden
Security review, evaluation suites, integrations, and the operating model for the humans in the loop.
Operate
Deployment, monitoring, and iteration - with your team trained to own it or ours running it as a service.
Where It Lands
Deployed across the Oculus family
- Revenue integrity and denial-prevention models delivered through Oculus Healthcare.
- Operating-model diagnostics and transformation analytics delivered through Oculus Insights, our Financial Services and FinTech brand.
- Shared platform services - identity, data governance, model registry - available to every Venture Lab company from day one.