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Control-Oriented Values
Control-Oriented Values

Governance

Observability

Guardrails
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Compliance
Cost-Oriented Challenges
Cost-Oriented Challenges
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LLM Costs
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Memory & Tool Costs
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Infrastructure Costs
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Maintenance Costs
Control-Oriented
Values
Values
Governance
Cost-Oriented Challenges
LLM Costs

Generative AI
Workflows
Workflows
Balancing costs as well as risks for GenAI workflows
Balancing costs as well as risks for GenAI workflows






Enterprise-Grade Protection
Built for Resilient, Cost-Effective, and Scalable GenAI Workflows

Dynamic Agent Scaling or keep Cost under control
Auto-scale agents and orchestrators across heterogeneous workloads—keeping performance high and budget spending under control.

Budget based Routing
Dynamically route tasks to optimal models or fallback agents using runtime metadata, enabling faster, more resilient outcomes to keep production costs adhered to budgets.

Resource-Aware Prompt and Model Selection
Optimize every token: dynamically select model and prompt templates based on context, confidence, and compute budgets.

Built-In Security Posture for Sensitive Workloads
Enforce tenant isolation, secure agent-to-agent calls, and audit everything—by default—without slowing innovation.

Real-Time Guardrails and Incident Tracing
Trace failures, policy violations, and cost spikes in real time—before they impact customers or budgets.

Unified Visibility Across Agents and APIs
Full observability into execution paths, token usage, external API latency, and cost attribution across your entire AI workflow.