Observe, govern, and control every AI agent in your Workflow
elsai observe the agent resource management system is an observability and governance layer for production agentic systems, giving engineering, operations and compliance teams a shared view of real-world agent behaviour.
Book a demo →
Observe, govern, and control every AI agent in your Workflow
ARMS — the Agent Resource Management System — is an observability and governance layer for production agentic systems, giving engineering, operations and compliance teams a shared view of real-world agent behaviour.
ARMS · trace
OK
Tokens
4.2k
Cost
$0.041
Latency
1.42s
Policy
Pass
Observe, govern, and control every AI agent in your Workflow
elsai observe the agent resource management system is an observability and governance layer for production agentic systems, giving engineering, operations and compliance teams a shared view of real-world agent behaviour.
Book a demo →
Observe, govern, and control every AI agent in your Workflow
ARMS — the Agent Resource Management System — is an observability and governance layer for production agentic systems, giving engineering, operations and compliance teams a shared view of real-world agent behaviour.
ARMS · trace
OK
Tokens
4.2k
Cost
$0.041
Latency
1.42s
Policy
Pass
Observe, govern, and control every AI agent in your Workflow
elsai observe the agent resource management system is an observability and governance layer for production agentic systems, giving engineering, operations and compliance teams a shared view of real-world agent behaviour.
Book a demo →
Observe, govern, and control every AI agent in your Workflow
ARMS — the Agent Resource Management System — is an observability and governance layer for production agentic systems, giving engineering, operations and compliance teams a shared view of real-world agent behaviour.
ARMS · trace
OK
Tokens
4.2k
Cost
$0.041
Latency
1.42s
Policy
Pass
When agents go wrong, You need answers fast
When agents go wrong, You need answers fast
Failures across agents don't fail loudly they fail quietly. elsai observe surfaces what actually happened, how often, and where.
Failures across agents don't fail loudly they fail quietly. elsai observe surfaces what actually happened, how often, and where.
What teams face without ARMS
Engineering Teams
Engineering Teams
An issue appears in production, but the failure spans multiple agents, retrieval steps and external tools. Tracing the root cause becomes error-prone investigation with limited visibility.
Operations Teams
Operations Teams
AI usage grows across departments, but spend remains opaque. Teams struggle to understand where costs originate, which workflows drive consumption, and how budgets should be governed.
Compliance Teams
Compliance Teams
Auditors require evidence of AI-driven decisions, policy enforcement, and user interactions. Without a complete runtime record, proving compliance becomes difficult and resource-intensive.
Business Leadership
Business Leadership
Agents are executing increasingly important workflows across the enterprise, yet there is limited visibility into what decisions are being made, how they are being made, and whether governance controls are working as intended.
Engineering Teams
An issue appears in production, but the failure spans multiple agents, retrieval steps and external tools. Tracing the root cause becomes error-prone investigation with limited visibility.
Operations Teams
AI usage grows across departments, but spend remains opaque. Teams struggle to understand where costs originate, which workflows drive consumption, and how budgets should be governed.
Compliance Teams
Auditors require evidence of AI-driven decisions, policy enforcement, and user interactions. Without a complete runtime record, proving compliance becomes difficult and resource-intensive.
Business Leadership
Agents are executing increasingly important workflows across the enterprise, yet there is limited visibility into what decisions are being made, how they are being made, and whether governance controls are working as intended.
Engineering Teams
An issue appears in production, but the failure spans multiple agents, retrieval steps and external tools. Tracing the root cause becomes error-prone investigation with limited visibility.
Operations Teams
AI usage grows across departments, but spend remains opaque. Teams struggle to understand where costs originate, which workflows drive consumption, and how budgets should be governed.
Compliance Teams
Auditors require evidence of AI-driven decisions, policy enforcement, and user interactions. Without a complete runtime record, proving compliance becomes difficult and resource-intensive.
Business Leadership
Agents are executing increasingly important workflows across the enterprise, yet there is limited visibility into what decisions are being made, how they are being made, and whether governance controls are working as intended.
elsai observe transforms agentic systems from black boxes into fully traceable, accountable operations.
elsai observe transforms agentic systems from black boxes into fully traceable, accountable operations.
Six governance layers. One runtime view.
Explore high-impact enterprise workflows powered by governed AI agents.
Six governance layers. One runtime view.
Explore high-impact enterprise workflows powered by governed AI agents.
02
Guardrails
04
Human in the loop
03
Instruction Manager
05
Contextual agent orchestration
06
Evaluation
01
elsai observe
ARMS
The operational backbone for every agent workflow. ARMS captures prompts, model responses, retrieval events, tool executions, token consumption, latency metrics, and policy outcomes in real time.
Guardrails
Inspects every input and output flowing through agent workflows to detect prompt injection, hallucinations, sensitive data exposure, jailbreak attempts, and policy violations before they reach downstream systems.
Instruction Manager
Every prompt is versioned, tested, approved, and governed before deployment. Teams can evolve agent behaviour safely without modifying application code.
Human in the loop
Routes low-confidence outputs, policy exceptions, and high-risk actions to designated reviewers, creating a transparent record of human oversight.
Contextual agent orchestration
Traces context sharing, state transitions, and agent handoffs across complex workflows, making the complete decision chain visible and debuggable.
Evaluation
Connects prompt versions, workflow executions, and outcomes to continuously measure quality, compliance, and performance over time.
ARMS
The operational backbone for every agent workflow. ARMS captures prompts, model responses, retrieval events, tool executions, token consumption, latency metrics, and policy outcomes in real time.
Guardrails
Instruction Manager
Human in the loop
Contextual agent orchestration
Evaluation
One platform. one audit trail. one source of truth.
One platform. one audit trail. one source of truth.
Explore →
Built for agents,
not infrastructure.
Built for agents,
not infrastructure.
Traditional monitoring was built for infrastructure and applications - not for non-deterministic, multi-step agents that call tools, retrieve documents, and make decisions. ARMS captures every runtime signal across agentic workflows and surfaces it in a structured, actionable way.
Traditional monitoring was built for infrastructure and applications - not for non-deterministic, multi-step agents that call tools, retrieve documents, and make decisions. ARMS captures every runtime signal across agentic workflows and surfaces it in a structured, actionable way.
Six things elsai observe makes possible
Six things elsai observe makes possible
Trace every step
Trace every step
Capture prompts, tool calls, retrieval steps, model responses, timing and token-level cost across any agent.
Capture prompts, tool calls, retrieval steps, model responses, timing and token-level cost across any agent.
PROMPT
TOOLS
TOKENS
Root-cause investigation
Root-cause investigation
Pinpoint failure points across models, prompts, tools, memory, orchestration logic, or external dependencies.
Pinpoint failure points across models, prompts, tools, memory, orchestration logic, or external dependencies.
SPANS
REPLAY
TOKENS
Runtime quality & risk monitoring
Runtime quality & risk monitoring
Detect anomalies, unexpected actions and policy exceptions before they become costly incidents.
Detect anomalies, unexpected actions and policy exceptions before they become costly incidents.
POLICIES
ALERTS
TOKENS
Cost attribution
Cost attribution
Map AI consumption to teams, workflows and business use cases for tighter cost governance.
Map AI consumption to teams, workflows and business use cases for tighter cost governance.
By team
By budget
TOKENS
Human oversight support
Human oversight support
Enable review, escalation and governance processes for high-impact or sensitive agent actions.
Enable review, escalation and governance processes for high-impact or sensitive agent actions.
Escalations
Approvals
TOKENS
Audit-ready records
Audit-ready records
Maintain defensible histories of decisions, access patterns and outcomes for governance and external reporting.
Maintain defensible histories of decisions, access patterns and outcomes for governance and external reporting.
Exportable
SIGNED
TOKENS
Explore elsai observe →
Explore elsai observe →
Lightweight to integrate. Broad in coverage.
Lightweight to integrate. Broad in coverage.
elsai observe integrates via lightweight SDK connectors and framework-level instrumentation. No redesign of how agents are built or deployed just a consistent observability layer added on top.
elsai observe integrates via lightweight SDK connectors and framework-level instrumentation. No redesign of how agents are built or deployed just a consistent observability layer added on top.
Frameworks
Frameworks
Langgraph, langchain, openai agents, autogen, google adk and custom flows.
Langgraph, langchain, openai agents, autogen, google adk and custom flows.
Platforms
Platforms
Azure AI Foundry, AWS, Google Cloud, hybrid and on-premise environments.
Azure AI Foundry, AWS, Google Cloud, hybrid and on-premise environments.
Workflow types
Workflow types
RAG pipelines, OCR and document processing, multi-agent architectures, tool-driven automations.
RAG pipelines, OCR and document processing, multi-agent architectures, tool-driven automations.
Telemetry
Telemetry
Complements your existing monitoring stacks rather than replacing them.
Complements your existing monitoring stacks rather than replacing them.
Two deployment models. One governance standard.
Two deployment models. One governance standard.
Self-hosted
On-premise
On-premise
Deployed inside your own infrastructure. Full control over data residency, storage, and access policies. Suited for regulated environments, data sovereignty, and strict security postures.
Deployed inside your own infrastructure. Full control over data residency, storage, and access policies. Suited for regulated environments, data sovereignty, and strict security postures.
Setup time
Days
Infra to Run
Your cluster
Updates
Versioned releases
Data residency
Stays with you
Managed by elsai
SaaS
SaaS
Fully hosted. Zero infrastructure overhead. Onboard in minutes. Ideal for teams prioritizing speed and simplicity.
Setup time
Minutes
Infra to Run
None
Updates
Continuous
Data residency
elsai-managed
Setup time
Minutes
Infra to Run
None
Updates
Continuous
Data residency
elsai-managed
Frequently asked questions
Frequently asked questions
My agents are live in production but when something breaks, I can't tell where. How does ARMS help?
We're scaling AI across teams and spend is climbing. How do we know where the budget is going?
Our auditors need a paper trail for every AI-driven decision. Can ARMS provide that?
How do we keep humans in control when agents are making high-stakes decisions at speed?
Will ARMS add overhead or force us to redesign how our agents are built?
How does ARMS fit alongside Azure AI Foundry, AWS, or other cloud AI platforms?
Our data is sensitive. Can we run ARMS without sending traces to a third-party platform?
How quickly can we get ARMS running and what does rollout actually look like?
Scale enterprise operations with governed intelligence you own.
Scale enterprise operations with governed intelligence you own.
Scale enterprise operations with governed intelligence you own.
Scale enterprise operations with governed intelligence you own.