Research analytics
Give researchers notebooks, data connections, and model assistance inside an approved environment with visible queries and reproducible work.
Healthcare and pharma
Place Calliope AI Workbench and workloads inside the approved environment, define which models may receive each class of data, and add Zentinelle AI policy and evidence where the workflow requires agent-level control.
PHI, clinical trial data, research results, and patient records cannot be routed into a model simply because the interface is useful.
Calliope AI gives healthcare and pharma teams a sanctioned environment for code, notebooks, data tools, and agents. The workload location, model endpoint, credential path, access record, and policy surface can be reviewed as one architecture.
A BYOC deployment keeps Workbench and workload data in the customer account. A hosted model provider is still a separate destination. Use a local or in-boundary model when PHI cannot be sent to an external provider.
Give researchers notebooks, data connections, and model assistance inside an approved environment with visible queries and reproducible work.
Use agents for analysis, experiment support, and internal automation with deployment and model access matched to the laboratory network.
Build internal documentation and operations assistants with approved sources, explicit model destinations, and policy checks appropriate to the data involved.
Deployment
Not every healthcare workload needs the same isolation, and not every model is approved for PHI. Start with the actual data flow and assign the deployment, model endpoint, operator access, and evidence requirements from there.
Run Workbench and workloads in the customer AWS account while customer IAM, network policy, storage, logging, and region remain in force.
Explore →Scope deployment inside a facility or laboratory network when the workload needs a customer-operated local boundary.
Explore →Use an isolated design and local models when the program cannot permit external model or management connectivity.
Explore →AWS is the supported cloud path today. On-premises and air-gapped environments are scoped with the customer. Calliope AI does not claim that deployment location alone creates HIPAA compliance.
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