Platform Capabilities
The capabilities behind AI that executes.
Knemetic combines agent orchestration, enterprise integrations, context, reasoning, execution, control, and observability into the capabilities required to build AI agents that operate real business workflows.
These capabilities are the building blocks. The workflow is what we build with them.
Agent Orchestration
The ability to coordinate complex, multi-step agent workflows from trigger to completion.
- Multi-step agent workflows
- Sequential and conditional execution
- Parallel task execution
- Workflow branching
- Event-driven triggers
- Scheduled and background execution
- Agent-to-agent handoffs
- Retry and failure handling
- Long-running workflows
Integrations & Actions
Connecting agents to systems to perform read and write operations.
- CRM and business systems
- Email and inboxes
- Voice and telephony
- WhatsApp and SMS
- Helpdesk and ticketing
- Calendar and scheduling
- Internal business systems
- Custom APIs and webhooks
- Data passing between systems
Context & Knowledge
How agents acquire and maintain the context required to make accurate decisions.
- Customer and account context retrieval
- Knowledge-base grounding
- Conversation history
- Structured business data
- Multi-source context aggregation
- Context passed between workflow steps
- Persistent workflow state
Agent Intelligence
The decision-making capabilities of the agent layer.
- Intent detection
- Classification
- Entity and data extraction
- Lead qualification
- Decision-making and routing
- Policy evaluation
- Permission checks
- Next-best-action determination
- Context-aware reasoning
- Tool and action selection
- Structured outputs
Autonomy & Control
Ensuring autonomous execution is configurable, bounded, and safe.
- Permission boundaries
- Approval gates
- Deterministic business rules
- Confidence thresholds
- Escalation conditions
- Human-in-the-loop checkpoints
- Action validation
- Outcome verification
- Retry and fallback behavior
- Audit trails
Observability & Evaluation
Understanding what an agent did and evaluating workflow execution.
- Agent execution traces
- Step-level run history
- Inputs and context used
- Decisions made
- Actions taken
- Tool and API calls
- Errors and retries
- Human interventions
- Workflow outcomes
- Success and failure metrics
- Debugging
Conceptual Platform Architecture
The Knemetic platform provides the underlying infrastructure required to deploy reliable agents.
Rather than treating intelligence as a black box, the platform explicitly separates orchestration, state management, context retrieval, and action execution. This separation ensures that business rules govern behavior, autonomy remains bounded, and every execution step is fully observable.
Calendar · Helpdesk · APIs · Business Systems
Verification · Human-in-the-loop
Platform capabilities, applied to real workflows
Where these building blocks come together to execute an outcome.
Capabilities Applied
- Orchestration
- Triggered workflow immediately after a missed call event
- Context & Knowledge
- Retrieves customer context and technician availability
- Integrations
- Voice telephony + CRM + Calendar
- Execution
- Contacts the customer, offers available slots, and books the appointment
- Autonomy & Control
- Escalates to human dispatch when automation cannot complete the workflow (e.g., emergencies)
Capabilities Applied
- Orchestration
- Sequential execution: Read → Research → Qualify → Draft
- Context & Knowledge
- Aggregates structured CRM data with unstructured prospect research
- Integrations
- Email + CRM + Web research endpoints
- Execution
- Qualifies the lead and drafts a highly contextualized response
- Autonomy & Control
- Human-in-the-loop approval gate before any outbound email is sent
Capabilities Applied
- Orchestration
- Inbound ticket routing and conditional triage branching
- Context & Knowledge
- Conversation history + knowledge base grounding
- Integrations
- Helpdesk and ticketing systems
- Execution
- Resolves standard queries or packages diagnostic context for handoff
- Autonomy & Control
- Confidence thresholds determine whether to resolve autonomously or escalate
Explore how Knemetic's platform capabilities can be applied across these reference architectures
Illustrative architectures showing how orchestration, context, intelligence, integrations, and controls come together in enterprise workflows.
Revenue Operations Agent
Designed to coordinate prospect research, qualification, outreach preparation, and CRM synchronization.
- Multi-step workflow orchestration
- Contextual prospect enrichment
- CRM read & write execution
- Human approval gates on outreach
Finance Operations Agent
Designed to support invoice ingestion, deterministic PO validation, and controlled ERP staging.
- Document and entity extraction
- Deterministic policy validation
- Accounting system integration
- Exception routing & audit logging
Enterprise Knowledge & Service Agent
Designed to combine permission-aware enterprise knowledge retrieval with authorized service desk actions.
- Permission-aware knowledge retrieval
- Request classification & routing
- Authorized IT & HR system actions
- Contextual escalation to specialists
Have a workflow that spans systems?
Show us where the work currently moves between people and systems. We'll map the agent, integrations, controls and execution steps required to automate it.