elsai ARMS full visibility into every AI agent.
No more blackbox.
elsai ARMS full visibility into every AI agent.
No more blackbox.
You can't govern what you can't see. elsai ARMS gives enterprises complete visibility into every agent action, cost, and outcome in real time.
You can't govern what you can't see. elsai ARMS gives enterprises complete visibility into every agent action, cost, and outcome in real time.
Request a demo →
Request a demo →
Start free →
Start free →
79%
79%
79%
of enterprises have deployed AI agents PwC 2025
of enterprises have deployed AI agents PwC 2025
of enterprises have deployed AI agents PwC 2025
32%
32%
32%
cite quality & reliability as the #1 production barrier
cite quality & reliability as the #1 production barrier
cite quality & reliability as the #1 production barrier
75%
75%
75%
of IT leaders say governance & auditability are critical
of IT leaders say governance & auditability are critical
of IT leaders say governance & auditability are critical
79%
of enterprises have deployed AI agents PwC 2025
32%
cite quality & reliability as the #1 production barrier
75%
of IT leaders say governance & auditability are critical
79%
of enterprises have deployed AI agents PwC 2025
32%
cite quality & reliability as the #1 production barrier
75%
of IT leaders say governance & auditability are critical
The agentic enterprise has a visibility problem
The agentic enterprise has a visibility problem
Multi-step agent workflows execute hundreds of decisions invisibly. When outcomes are wrong, tracing the fault back to a specific tool call, retrieval step, or LLM response takes hours and most teams lack the tooling to even begin. Here is what that looks like in production:
Multi-step agent workflows execute hundreds of decisions invisibly. When outcomes are wrong, tracing the fault back to a specific tool call, retrieval step, or LLM response takes hours and most teams lack the tooling to even begin. Here is what that looks like in production:
The agentic enterprise has a visibility problem
Multi-step agent workflows execute hundreds of decisions invisibly. When outcomes are wrong, tracing the fault back to a specific tool call, retrieval step, or LLM response takes hours and most teams lack the tooling to even begin. Here is what that looks like in production:
An agent loops indefinitely, burning thousands of dollars in LLM tokens before anyone notices
An agent loops indefinitely, burning thousands of dollars in LLM tokens before anyone notices
An agent loops indefinitely, burning thousands of dollars in LLM tokens before anyone notices
A prompt injection attack quietly manipulates agent responses while safety dashboards stay green
A prompt injection attack quietly manipulates agent responses while safety dashboards stay green
A prompt injection attack quietly manipulates agent responses while safety dashboards stay green
A RAG retrieval returns irrelevant documents, the downstream answer is wrong, with no trace of why
A RAG retrieval returns irrelevant documents, the downstream answer is wrong, with no trace of why
A RAG retrieval returns irrelevant documents, the downstream answer is wrong, with no trace of why
Cost spikes appear in your cloud bill with no clear ownership or root cause
Cost spikes appear in your cloud bill with no clear ownership or root cause
Cost spikes appear in your cloud bill with no clear ownership or root cause
Compliance teams ask for an AI audit trail. None exists.
Compliance teams ask for an AI audit trail. None exists.
Compliance teams ask for an AI audit trail. None exists.
A model version update silently degrades output quality discovered only after user complaints
A model version update silently degrades output quality discovered only after user complaints
A model version update silently degrades output quality discovered only after user complaints
An agent loops indefinitely, burning thousands of dollars in LLM tokens before anyone notices
A prompt injection attack quietly manipulates agent responses while safety dashboards stay green
A RAG retrieval returns irrelevant documents, the downstream answer is wrong, with no trace of why
Cost spikes appear in your cloud bill with no clear ownership or root cause
Compliance teams ask for an AI audit trail. None exists.
A model version update silently degrades output quality discovered only after user complaints
Individual LLM calls to multi-step agent workflows, elsai ARMS gives enterprise teams complete visibility across the full agentic stack. No gaps. No guesswork. Full accountability.
Individual LLM calls to multi-step agent workflows, elsai ARMS gives enterprise teams complete visibility across the full agentic stack. No gaps. No guesswork. Full accountability.
Individual LLM calls to multi-step agent workflows, elsai ARMS gives enterprise teams complete visibility across the full agentic stack. No gaps. No guesswork. Full accountability.
See everything
See everything
Every trace, every run, every agent step captured end-to-end with full context.
Every trace, every run, every agent step captured end-to-end with full context.
Govern with confidence
Govern with confidence
Safety checks, prompt injection detection, and content governance built-in, not bolted on.
Safety checks, prompt injection detection, and content governance built-in, not bolted on.
Control Your AI costs
Control Your AI costs
Token-level cost attribution across every model, provider, and workflow no surprises.
Token-level cost attribution across every model, provider, and workflow no surprises.
Complete observability across your entire AI stack
Complete observability across your entire AI stack
ARMS is not a point solution. It is a unified observability layer covering every component of the modern enterprise AI stack.
ARMS is not a point solution. It is a unified observability layer covering every component of the modern enterprise AI stack.
ARMS is not a point solution. It is a unified observability layer covering every component of the modern enterprise AI stack.
Agent Observability
LLM Monitoring
RAG Pipeline
OCR Pipelines
Embeddings
Governance
THE CHALLENGE
Multi-step agent workflows spanning LangGraph, LangChain, OpenAI Agents, AutoGen, and Google ADK execute hundreds of decisions invisibly. Tracing faults back to a specific tool call or reasoning step takes hours without the right tooling.
Multi-step agent workflows spanning LangGraph, LangChain, OpenAI Agents, AutoGen, and Google ADK execute hundreds of decisions invisibly. Tracing faults back to a specific tool call or reasoning step takes hours without the right tooling.
HOW ARMS SOLVES IT
ARMS captures every agent execution step, tool invocation, LLM call, latency, token usage, and status from first input to final output. Every run is a structured, replayable trace so your team can diagnose any workflow in minutes, not hours.
ARMS captures every agent execution step, tool invocation, LLM call, latency, token usage, and status from first input to final output. Every run is a structured, replayable trace so your team can diagnose any workflow in minutes, not hours.
WHAT YOU GET
Execution Steps
Every tool invocation and LLM call recorded in causal order
Latency Breakdown
Per-step and end-to-end timing with bottleneck identification
Token Attribution
Token usage attributed per step, per workflow, per agent
Replay & Debug
Replayable structured traces for root cause analysis
Works with the tools your team already uses
Works with the tools your team already uses
ARMS integrates natively with every major LLM provider, OCR service, and agent framework. A single pip install and a callback is all it takes no infrastructure changes, no re-architecture.
ARMS integrates natively with every major LLM provider, OCR service, and agent framework. A single pip install and a callback is all it takes no infrastructure changes, no re-architecture.
Agent frameworks
Native automatic tracing no code changes
LangGraph
LangChain
OpenAI Agents
AutoGen
Google ADK
LLM providers
Full cost, latency, and safety instrumentation
OpenAI
Anthropic
Azure OpenAI
Google Gemini
AWS Bedrock
Mistral
Meta LLaMA
and more
OCR providers
Cross-provider accuracy and confidence benchmarking
AWS Textract
Azure Document Intelligence
Google Vision AI
EasyOCR
PaddleOCR
Tesseract
Elsai Vision LLM
Built for enterprises where AI accountability isn't optional
Built for enterprises where AI accountability isn't optional
Observe every agent. Govern every decision. Prove every outcome.
Observe every agent. Govern every decision. Prove every outcome.
Financial services & insurance
Financial services & insurance
Monitor AI agents processing claims, underwriting decisions, and customer communications. Maintain a full governance audit trail for every automated decision. Detect prompt injection attempts before they compromise sensitive financial workflows.
Monitor AI agents processing claims, underwriting decisions, and customer communications. Maintain a full governance audit trail for every automated decision. Detect prompt injection attempts before they compromise sensitive financial workflows.
Healthcare & life sciences
Healthcare & life sciences
Ensure clinical AI assistants and document extraction pipelines produce safe, accurate outputs. Track OCR confidence scores on medical documents, monitor RAG retrieval quality on clinical knowledge bases, and maintain HIPAA-ready audit logs.
Ensure clinical AI assistants and document extraction pipelines produce safe, accurate outputs. Track OCR confidence scores on medical documents, monitor RAG retrieval quality on clinical knowledge bases, and maintain HIPAA-ready audit logs.
Legal, risk & compliance
Legal, risk & compliance
Give compliance and legal teams the audit trail they need. Every AI interaction is timestamped, scored for content safety, and stored enabling rapid response to regulatory inquiries and demonstrating responsible AI governance.
Give compliance and legal teams the audit trail they need. Every AI interaction is timestamped, scored for content safety, and stored enabling rapid response to regulatory inquiries and demonstrating responsible AI governance.
Enterprise IT & platform teams
Enterprise IT & platform teams
Monitor the AI layer of your enterprise stack the same way you monitor your applications with dashboards, alerting, cost tracking, and anomaly detection. Stop flying blind on AI reliability and spend.
Monitor the AI layer of your enterprise stack the same way you monitor your applications with dashboards, alerting, cost tracking, and anomaly detection. Stop flying blind on AI reliability and spend.
AI engineering & ML teams
AI engineering & ML teams
Debug agentic workflows faster. Replay any trace. Identify exactly which tool call, retrieval step, or LLM response caused a failure. Optimise token usage and latency with run-level granularity.
Debug agentic workflows faster. Replay any trace. Identify exactly which tool call, retrieval step, or LLM response caused a failure. Optimise token usage and latency with run-level granularity.
Enterprise automation & Ops
Enterprise automation & Ops
Govern autonomous agents operating across business-critical systems. Ensure process integrity, detect behavioural drift, and maintain operational accountability across every automated workflow.
Govern autonomous agents operating across business-critical systems. Ensure process integrity, detect behavioural drift, and maintain operational accountability across every automated workflow.
Deploy on your terms
Deploy on your terms
ARMS is available in two deployment models to match your organisation's security, compliance, and infrastructure requirements.
ARMS is available in two deployment models to match your organisation's security, compliance, and infrastructure requirements.
SaaS managed by elsai
Recommended for fast teams
Fully managed and hosted by Elsai
Zero infrastructure or database overhead
Instant onboarding first trace in minutes
Ideal for fast-moving teams and managed production
Start free →
On-premise self-hosted
For regulated environments
Deployed entirely within your own infrastructure
Full data residency and sovereignty control
Configure and manage your own database and storage
Meets GDPR, HIPAA, and strict enterprise compliance requirements
Data never leaves your environment
Request a demo →
Stop flying blind on AI. Start with ARMS.
Stop flying blind on AI. Start with ARMS.
ARMS is available today SaaS and on-premise. Get full observability across your AI stack in minutes.
ARMS is available today SaaS and on-premise. Get full observability across your AI stack in minutes.
Request a demo →
Start free →
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