elsai ARMS full visibility into every AI agent.
No more black boxes.
Gain complete visibility into every agent's action, costs, and outcomes in real time with elsai ARMS.
elsai ARMS full visibility into every AI agent.
No more black boxes.
Gain complete visibility into every agent's action, costs, and outcomes in real time with elsai ARMS.
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:
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
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
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
elsai ARMS provides complete visibility across your agentic stack, eliminating blind spots and ensuring accountability in both simple and complex workflows.
elsai ARMS provides complete visibility across your agentic stack, eliminating blind spots and ensuring accountability in both simple and complex workflows.
See everything
Every trace, every run, every agent step captured end-to-end with full context.
Govern with confidence
Safety checks, prompt injection detection, and content governance built-in, not bolted on.
Control Your AI costs
Token-level cost attribution across every model, provider, and workflow no surprises.
See everything
Every trace, every run, every agent step captured end-to-end with full context.
Govern with confidence
Safety checks, prompt injection detection, and content governance built-in, not bolted on.
Control Your AI costs
Token-level cost attribution across every model, provider, and workflow no surprises.
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.
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.
Agent Observability
LLM Monitoring
RAG Pipeline
OCR Pipelines
Embeddings
Governance
THE CHALLENGE
Your AI agents are making hundreds of decisions every minute routing tasks, calling tools, querying models and most of it is invisible. When something goes wrong, your team spends hours trying to figure out which step failed, which tool misbehaved, or which model response caused the problem. Without visibility, every incident is a guessing game.
HOW ARMS SOLVES IT
ARMS records every single step your agent takes from the first user input to the final output. Every tool call, every model response, every decision point is captured in a structured, repayable trace. When something breaks, your team finds the root cause in minutes, not hours and fixes it with confidence.
WHAT YOU GET
Execution steps
Every tool call and model interaction recorded in the exact order it happened
Latency breakdown
See exactly where time is being lost, step by step, across every workflow run
Token attribution
Know precisely how many tokens each step, agent, and workflow is consuming
Replay & Debug
Rewind and replay any workflow run to diagnose failures without recreating them
Agent Observability
LLM Monitoring
RAG Pipeline
OCR Pipelines
Embeddings
Governance
THE CHALLENGE
Your AI agents are making hundreds of decisions every minute routing tasks, calling tools, querying models and most of it is invisible. When something goes wrong, your team spends hours trying to figure out which step failed, which tool misbehaved, or which model response caused the problem. Without visibility, every incident is a guessing game.
HOW ARMS SOLVES IT
ARMS records every single step your agent takes from the first user input to the final output. Every tool call, every model response, every decision point is captured in a structured, repayable trace. When something breaks, your team finds the root cause in minutes, not hours and fixes it with confidence.
WHAT YOU GET
Execution steps
Every tool call and model interaction recorded in the exact order it happened
Latency breakdown
See exactly where time is being lost, step by step, across every workflow run
Token attribution
Know precisely how many tokens each step, agent, and workflow is consuming
Replay & Debug
Rewind and replay any workflow run to diagnose failures without recreating them
Agent Observability
THE CHALLENGE
Your AI agents are making hundreds of decisions every minute routing tasks, calling tools, querying models and most of it is invisible. When something goes wrong, your team spends hours trying to figure out which step failed, which tool misbehaved, or which model response caused the problem. Without visibility, every incident is a guessing game.
HOW ARMS SOLVES IT
ARMS records every single step your agent takes from the first user input to the final output. Every tool call, every model response, every decision point is captured in a structured, repayable trace. When something breaks, your team finds the root cause in minutes, not hours and fixes it with confidence.
WHAT YOU GET
Execution steps
Every tool call and model interaction recorded in the exact order it happened
Latency breakdown
See exactly where time is being lost, step by step, across every workflow run
Token attribution
Know precisely how many tokens each step, agent, and workflow is consuming
Replay & Debug
Rewind and replay any workflow run to diagnose failures without recreating them
Agent Observability
LLM Monitoring
RAG Pipeline
OCR Pipelines
Embeddings
Governance
THE CHALLENGE
Your AI agents are making hundreds of decisions every minute routing tasks, calling tools, querying models and most of it is invisible. When something goes wrong, your team spends hours trying to figure out which step failed, which tool misbehaved, or which model response caused the problem. Without visibility, every incident is a guessing game.
HOW ARMS SOLVES IT
ARMS records every single step your agent takes from the first user input to the final output. Every tool call, every model response, every decision point is captured in a structured, repayable trace. When something breaks, your team finds the root cause in minutes, not hours and fixes it with confidence.
WHAT YOU GET
Execution steps
Every tool call and model interaction recorded in the exact order it happened
Latency breakdown
See exactly where time is being lost, step by step, across every workflow run
Token attribution
Know precisely how many tokens each step, agent, and workflow is consuming
Replay & Debug
Rewind and replay any workflow run to diagnose failures without recreating them
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.
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.
Agent frameworks
Native automatic tracing no code changes
LangGraph
LangChain
OpenAI Agents
AutoGen
Google ADK
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
LLM providers
Full cost, latency, and safety instrumentation
OpenAI
Anthropic
Azure OpenAI
Google Gemini
AWS Bedrock
Mistral
Meta LLaMA
OCR providers
Cross-provider accuracy and confidence benchmarking
AWS Textract
Azure Document Intelligence
Google Vision AI
EasyOCR
PaddleOCR
Tesseract
elsai Vision LLM
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
Observe every agent. Govern every decision. Prove every outcome.
Built for enterprises where AI accountability isn't optional
Observe every agent. Govern every decision. Prove every outcome.
Financial services & insurance
Monitor AI agents for claims, underwriting, and customer communications. Ensure a governance audit trail for automated decisions and detect attempts to inject prompts to protect sensitive financial workflows.
Financial services & insurance
Monitor AI agents for claims, underwriting, and customer communications. Ensure a governance audit trail for automated decisions and detect attempts to inject prompts to protect sensitive financial workflows.
Healthcare & life sciences
Ensure clinical AI assistants and document extraction are safe and accurate. Track OCR confidence scores, monitor retrieval of quality, and maintain HIPAA-compliant audit logs.
Healthcare & life sciences
Ensure clinical AI assistants and document extraction are safe and accurate. Track OCR confidence scores, monitor retrieval of quality, and maintain HIPAA-compliant audit logs.
Legal, risk & compliance
Provide compliance and legal teams with a comprehensive audit trail. Every AI interaction is timestamped, assessed for content safety, and stored, enabling prompt responses to regulatory inquiries and demonstrating responsible AI governance.
Legal, risk & compliance
Provide compliance and legal teams with a comprehensive audit trail. Every AI interaction is timestamped, assessed for content safety, and stored, enabling prompt responses to regulatory inquiries and demonstrating responsible AI governance.
Enterprise IT & platform teams
Monitor your AI layer like your applications—with dashboards, alerts, cost tracking, and anomaly detection. Don’t overlook AI reliability and spending.
Enterprise IT & platform teams
Monitor your AI layer like your applications—with dashboards, alerts, cost tracking, and anomaly detection. Don’t overlook AI reliability and spending.
AI engineering & ML teams
Debug agentic workflows quickly. Replay traces to pinpoint failures in tool calls, retrievals, or LLM responses. Optimize token usage and latency at a granular level.
AI engineering & ML teams
Debug agentic workflows quickly. Replay traces to pinpoint failures in tool calls, retrievals, or LLM responses. Optimize token usage and latency at a granular level.
Enterprise automation & Ops
Oversee autonomous agents in critical systems. Ensure process integrity, detect drift, and maintain accountability in automated workflows.
Enterprise automation & Ops
Oversee autonomous agents in critical systems. Ensure process integrity, detect drift, and maintain accountability in automated workflows.
Deploy on your terms
ARMS is available in two deployment models to match your organisation's security, compliance, and infrastructure requirements.
Deploy on your terms
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 →
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 →
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.
ARMS is available today SaaS and on-premise. Get full observability across your AI stack in minutes.
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.
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.