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.

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.

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])

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FAQ

Frequently Asked Questions

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

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