Comprehensive LLM Observability Platform
End-to-end LLM observability with tracing, evaluation, and autofix. Monitor performance, costs, and quality in production with 112 calibrated evaluation scorers.
Understanding LLM Observability
What is LLM Observability?
LLM Observability provides deep visibility into your AI applications—understanding not just what happened, but why and how to improve.
Definition
LLM Observability is the practice of monitoring, tracing, and analyzing Large Language Model applications to ensure quality, performance, and cost-effectiveness in production.
Why It Matters
Raw observability data is useless without evaluation. Agents generate 1000+ traces daily - impossible to review manually. You need AI-powered eval to pinpoint exact errors with reasoning.
AI-Specific Metrics
Track metrics that matter for AI: token usage, model costs, response quality, semantic accuracy, hallucination rates, and latency patterns.
Beyond Traditional APM
Traditional monitoring tracks requests. LLM observability tracks meaning, quality, and the reasoning behind every AI decision.
Traditional APM vs LLM Observability
The Noveum Approach
Purpose-Built for the AI Era
Our three-pillar approach provides complete observability for any LLM application—from simple chatbots to complex multi-agent systems.
- 1
Tracing
- 2
Evaluation
- 3
AutoFix
Tracing
Capture every LLM call, RAG retrieval, and agent decision with hierarchical traces that show the complete picture.
- Full request/response capture
- Hierarchical span visualization
- Token and cost attribution
Evaluation
Automatically score every AI interaction with 112 calibrated evaluation metrics including accuracy, safety, and custom business rules.
- 112 calibrated scorers
- Custom evaluation rules
- Real-time quality monitoring
AutoFix
NovaPilot analyzes your data and automatically generates fix recommendations—prompt improvements, model changes, and optimizations.
- AI-powered recommendations
- Prompt optimization suggestions
- Model upgrade analysis
Project-Centric Architecture
Organize your AI applications with a clear hierarchy that scales from development to production.
Project Organization
Group related AI workloads under projects with isolated metrics and access controls.
Environment Management
Separate dev, staging, and production with environment-aware dashboards and alerts.
Real-time Processing
Sub-second trace ingestion with immediate availability for monitoring and analysis.
Platform Capabilities
Everything You Need for LLM Observability
From tracing to evaluation to automated fixes, Noveum provides the complete toolkit for AI operations.
Complete Tracing
Capture every interaction in your LLM pipeline with hierarchical traces that reveal the full story of each request.
- LLM calls with full prompts and responses
- RAG pipeline steps with retrieved documents
- Agent workflows and tool executions
- Custom spans for any operation
Framework Support
Works With Your AI Stack
Native integrations with all major frameworks—plus OpenTelemetry for custom implementations.
LangChain
First-class LangChain integration with automatic chain and agent tracing.
LlamaIndex
Complete LlamaIndex support for RAG pipelines and document processing.
CrewAI
Multi-agent workflow monitoring with crew and task-level visibility.
AutoGen
Microsoft AutoGen integration for conversational agent systems.
LangGraph
Graph-based agent workflows with state and transition tracking.
OpenTelemetry
Standard OTEL support for any custom AI implementation.
All Major AI Providers Supported
Automatic cost and token tracking for every provider.
Enterprise Features
Built for Enterprise Scale
Security, compliance, and collaboration features that meet enterprise requirements.
Multi-Tenant Architecture
Complete data isolation between organizations with granular access controls.
- Organization-level isolation
- Role-based access control
Multi-Region Deployment
Deploy in any region to meet data residency requirements and reduce latency.
- Global edge ingestion
- Regional data storage
Advanced Security
Enterprise-grade security with encryption, SSO, and audit capabilities.
- End-to-end encryption
- SSO and SAML support
Compliance & Audit
Comprehensive audit logs and compliance features for regulated industries.
- Complete audit trails
- Data retention policies
Team Collaboration
Built-in collaboration features for AI teams of any size.
- Shared dashboards
- Annotation and commenting
Custom Metrics
Define and track business-specific metrics tailored to your use case.
- Custom scorer creation
- Business KPI tracking
Quick Start
Get LLM Observability in Minutes
Add comprehensive observability to your LLM applications with just a few lines of code.
- 1
Install the SDK
- 2
Initialize the Client
- 3
Add Tracing to Your Code
< 5 min
Setup Time
3 lines
Of Code Required
< 1ms
Performance Overhead
FAQ
Frequently Asked Questions
Everything you need to know about LLM Observability with Noveum.ai.
What is LLM Observability?
LLM Observability is the practice of monitoring, tracing, and analyzing Large Language Model applications in production. It goes beyond traditional APM by tracking AI-specific metrics like token usage, model costs, response quality, and semantic accuracy.
How does it differ from traditional APM?
Traditional APM tracks HTTP requests, errors, and system metrics. LLM Observability is purpose-built for AI, providing hierarchical trace visualization, token-level cost tracking, semantic evaluation with 112 calibrated scorers, and automated fix recommendations.
What is NovaEval?
NovaEval is Noveum's automated evaluation system that scores every LLM interaction using 112 calibrated evaluation metrics. It measures accuracy, relevance, coherence, safety, bias, and custom business rules in real-time.
What is NovaPilot AutoFix?
NovaPilot is Noveum's AI engineer that analyzes performance data and automatically generates fix recommendations for failing LLM applications. It suggests prompt improvements, model changes, and configuration optimizations.
Can I self-host Noveum.ai?
Yes! Noveum.ai offers self-hosted deployment options for enterprises with strict security and compliance requirements. You can run the platform in your own infrastructure with full access to all features.
How long is data retained?
Data retention is configurable based on your plan. Free tier retains 7 days, Pro plans offer 90 days, and Enterprise plans have unlimited retention. Custom retention policies are available.
What does Noveum.ai cost?
Noveum.ai offers a free tier for getting started. Pro plans feature usage-based pricing with volume discounts. Enterprise plans include custom pricing with dedicated support.
What support is available?
All users get documentation and community support. Pro users get email support with 24-hour response. Enterprise users get dedicated engineers, Slack channels, and 24/7 priority support.
Start Your LLM Observability Journey
Join thousands of AI teams using Noveum.ai to build more reliable, cost-effective LLM applications.
Explore more solutions