Auto-generated tool descriptors
Each module publishes its input/output schema via the Model Context Protocol (MCP). LLM agents read it natively.
Platform
Four layers. Proprietary data, modular compute, a tool marketplace, and an AI-native interface — secured with row-level isolation, audit trails, and credit-based governance.
Four layers. Each one a product. Together, a system no one else has.
Click a layer to explore
Select a layer to see what's inside
Each slab is one product surface in the stack. Start here for the quick system view, then click a layer for the detailed breakdown.
Database layer
Proprietary HLA ligandome, third-party data, and client datasets — unified.
Compute layer
Secure, modular, auto-scaling infrastructure for ML/AI workloads.
Tool marketplace
Containerized analytics tools with MCP descriptors for AI-driven execution.
Self-service UI
Web UI, AI copilot, and SDK — every user gets the right interface.
Every user gets the interface that fits their workflow.
Direct tool usage, data exploration, and result review
Conversational automation — the copilot runs the workflow for you
Build, test, and publish tools. Integrate into existing pipelines
Every tool publishes a machine-readable descriptor. Any LLM agent can discover, configure, and execute it — no custom adapters, no glue code.
Each module publishes its input/output schema via the Model Context Protocol (MCP). LLM agents read it natively.
Read data, run modules, poll results. Destructive operations are blocked. Rate limits and credit caps prevent runaway execution.
Claude, GPT-4, Gemini, Amazon Nova — connect your own API keys or use platform-managed models.
Every action is isolated, audited, and budget-controlled.
Database-enforced tenant isolation. Cross-org data access returns zero rows — not an error, not a flag, zero rows.
Login, publish, execute, adjust — every action logged with actor, timestamp, org context, and result.
Pre-run estimation, reservation, settlement. Immutable transaction log. No surprise bills.
Module signing, container image verification, vulnerability scanning, and SBOM generation on every module.