Agentic AI · Capabilities
Six capabilities.
The full agent lifecycle.
Everything an enterprise agent needs to be useful, safe and durable — from the first retrieval pipeline to a governed production fleet.
01
Agent orchestration
Planner–executor architectures, persistent memory, and multi-agent coordination. We design the control loop: how agents decompose goals, delegate to specialists, recover from failure, and hand off to humans.
- Single-agent copilots to multi-agent fleets
- Memory design: episodic, semantic, task state
- Human-in-the-loop checkpoints by risk tier
02
Knowledge & retrieval
RAG done properly: chunking and indexing tuned to your corpus, ontologies that capture how your business actually names things, and retrieval evaluation so answers stay grounded as content changes.
- Document, database and API retrieval
- Domain ontologies and knowledge graphs
- Groundedness and citation enforcement
03
Tool use & integration
Agents earn their keep when they can operate systems. We build the tool layer — typed, permissioned, audited — over your APIs, EDI flows, HL7/FHIR interfaces and ERP transactions.
- API, EDI, HL7/FHIR and ERP tool adapters
- Permissioning and blast-radius control
- Full call-level audit trails
04
Workflow autonomy
From copilot to autopilot, deliberately. We map the workflow with FLOWMAP, decide where autonomy is safe, and graduate agents from suggesting to doing as evaluation evidence accumulates.
- Progressive autonomy: suggest → draft → execute
- Exception handling and escalation design
- SLA-aware, long-running processes
05
Governance & safety
Guardrails on inputs, actions and outputs; evaluation suites that run before and after every change; audit and rollback for every consequential action. TRUST360 and SENTRA make this systematic.
- Policy guardrails and content controls
- Continuous evaluation and drift detection
- Compliance-ready audit and reporting
06
Accelerators & frameworks
You shouldn’t pay for us to relearn the basics. VISIONRAY accelerators for logistics and healthcare, plus the nine Archents frameworks, compress months of groundwork into weeks.
- Prebuilt logistics & healthcare agents
- Reference architectures per use case
- The nine-framework delivery method
Let’s talk outcomes
Let’s build systems that think, act and evolve.
Start with a conversation about a use case, a framework fit, or a private DEXA briefing. US · UK · India.