The Challenge

Traditional Monitoring Tools Don't Understand AI Applications

As AI agents become mission-critical, the gap between traditional observability and AI-specific needs grows wider. Without specialized monitoring, you're flying blind.

Invisible Agent Behavior

Traditional APM tools track HTTP requests, not agent decisions. You can't see why your agent chose a specific path, used certain tools, or produced particular outputs.

Uncontrolled AI Costs

Token usage spirals out of control without visibility. Teams discover they're spending 10x more than necessary only when the monthly bill arrives.

Undetected Hallucinations

AI agents confidently produce incorrect information. Without semantic evaluation, these errors slip through to production, damaging trust and causing real business harm.

Performance Degradation

Latency spikes, timeout errors, and degraded quality go unnoticed until users complain. By then, the damage to user experience is done.

The Cost of Inadequate AI Monitoring

Companies without specialized AI observability report 3x more production incidents, 40% higher AI costs, and significantly longer debugging cycles when issues occur.

85%of AI incidents are preventable with proper monitoring
The Noveum Solution

Purpose-Built AI Agent Monitoring for Production

Noveum.ai provides complete observability designed specifically for AI applications. See everything your agents do, understand why, and optimize performance in real-time.

Real-time AI Dashboard

Monitor all your AI agents from a single pane of glass with AI-specific metrics that actually matter.

Hierarchical Trace Visualization

See the complete flow of multi-agent workflows with parent-child span relationships and tool interactions.

Multi-Agent Workflow Support

Track complex multi-agent systems like CrewAI, AutoGen, and LangGraph with full visibility into agent collaboration.

AI Cost Tracking

Real-time cost attribution per project, agent, and request. Set budgets, get alerts, and optimize spending.

Performance Analytics

P50/P95/P99 latency, throughput, error rates, and token usage trends with customizable time ranges.

Live Monitoring & Alerts

Instant notifications when agents misbehave, costs spike, or performance degrades below thresholds.

Noveum.ai Real-time AI Agent Monitoring Dashboard

Everything You Need to Master AI Operations

Our dashboard gives you complete visibility into your AI agents' performance, costs, and behavior—all in real-time.

1

Hierarchical Span Tracking

Every LLM call, tool use, and agent decision captured with full context and timing.

2

Latency Breakdown

See exactly where time is spent—LLM inference, tool execution, or data retrieval.

3

Token Usage Analytics

Track input/output tokens per request with cost attribution by provider.

4

Error Analysis

Catch failures fast with detailed error traces and automatic categorization.

Key Features

Enterprise-Grade AI Agent Monitoring

Complete AI Tracing

Capture every interaction in your AI pipeline with hierarchical traces that show the full story.

  • Every LLM call with full request/response
  • RAG retrieval steps and document context
  • Tool and function call execution

Real-time Dashboards

Monitor your entire AI fleet from a single, customizable dashboard built for AI operations.

  • Live request volume and latency
  • Customizable time ranges and filters
  • Project and environment segmentation

Cost Analytics & Optimization

Know exactly what your AI is costing and identify opportunities to optimize spending.

  • Token usage by provider and model
  • Cost attribution by project and agent
  • Budget alerts and spending forecasts

Performance Metrics

Track the metrics that matter for AI applications with percentile-level precision.

  • P50/P95/P99 latency tracking
  • Throughput and error rate monitoring
  • Time-to-first-token analysis

Multi-Framework Support

Works with any AI framework—we meet you where you are, not the other way around.

  • LangChain, CrewAI, AutoGen, LangGraph
  • OpenAI, Anthropic, AWS Bedrock, Azure
  • Custom implementations and direct APIs

73+ Evaluation Scorers

Automatically evaluate AI outputs with our comprehensive scorer library—no manual review needed.

  • Accuracy, relevance, and coherence
  • Safety, bias, and toxicity detection
  • Custom business rule evaluation

Works With Your Entire AI Stack

Seamlessly integrate with all major AI frameworks, providers, and custom implementations.

LangChain
CrewAI
AutoGen
LangGraph
OpenAI
Anthropic
Use Cases

Built for Production AI Workloads

From simple chatbots to complex multi-agent systems, Noveum.ai handles it all.

customer-support use case

Enterprise Customer Support Chatbots

Monitor AI-powered support agents handling thousands of customer interactions daily. Track resolution quality, response times, and escalation patterns.

ChatbotSupportReal-time
multi-agent-research use case

Multi-Agent Research Systems

Trace complex research workflows where multiple agents collaborate—researchers, analysts, and synthesizers working together autonomously.

Multi-AgentResearchCrewAI
rag-document use case

RAG-Based Document Processing

Monitor retrieval-augmented generation pipelines processing millions of documents. Track retrieval quality, context relevance, and generation accuracy.

RAGDocumentsLangChain
workflow-automation use case

Autonomous Workflow Automation

Observe AI agents automating complex business processes—from data extraction to decision making to action execution.

AutomationWorkflowAutoGen
data-analysis use case

AI-Powered Data Analysis

Track AI agents analyzing large datasets, generating insights, and producing reports with full visibility into their reasoning.

AnalyticsInsightsPython
Quick Start

Start Monitoring in Under 5 Minutes

Our lightweight Python SDK integrates seamlessly with LangChain, LangGraph, and other frameworks. No infrastructure changes required.

01

Install the SDK

Add our lightweight Python SDK to your project with a single command.

pip install noveum-trace
02

Add Your API Key

Set your API key as an environment variable. Organization is inferred automatically.

export NOVEUM_API_KEY=your-api-key
03

Add Callback Handler

Add the callback handler to your LangChain LLMs. That's it—you're monitoring!

llm = ChatOpenAI(callbacks=[callback_handler])
No Credit Card Required

Ready to Monitor Your AI Agents?

Join developers who trust Noveum.ai for production AI observability. Start your free trial today.

FAQ

Frequently Asked Questions

Everything you need to know about AI Agent Monitoring with Noveum.ai.

AI Agent Monitoring is a specialized observability solution designed to track, trace, and analyze AI agents running in production environments. Unlike traditional APM tools, it understands AI-specific metrics like token usage, LLM latency, agent decision paths, and tool interactions.
Traditional monitoring tools track HTTP requests and system metrics. Noveum.ai is purpose-built for AI applications, providing hierarchical trace visualization for multi-agent workflows, token-level cost tracking, semantic evaluation of AI outputs with 73+ scorers, and multi-framework support (LangChain, CrewAI, AutoGen, etc.).
Noveum.ai supports all major AI frameworks including LangChain, CrewAI, AutoGen, LangGraph, LlamaIndex, and direct API integrations with OpenAI, Anthropic, AWS Bedrock, Azure OpenAI, and Google Cloud (Vertex AI). Our lightweight SDKs work with any custom implementation.
Noveum.ai automatically calculates costs based on token usage across different AI providers. You get real-time cost attribution per project, per agent, and per request, with budget alerts and optimization recommendations to reduce AI spending.
Yes! Noveum.ai excels at monitoring multi-agent systems. Our hierarchical trace visualization shows parent-child relationships between agents, tool calls, and LLM interactions, making it easy to debug complex agentic workflows.
Absolutely. All data is encrypted at rest and in transit. You retain full ownership and control. We offer self-hosted options for enterprises with strict compliance requirements. SOC 2 Type II certification is in progress.
Most teams are up and running in under 5 minutes. Install our Python SDK (pip install noveum-trace), add your API key, and add the callback handler to your LangChain LLMs. That's it!
Yes! We offer a 14-day free trial with full access to all features. No credit card required. Start monitoring your AI agents today and see the difference specialized observability makes.

Start Monitoring Your AI Agents Today

Join thousands of teams using Noveum.ai to build more reliable, cost-effective AI applications.

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