OpenObserve AI Observability vs New Relic Agentic Platform and MCP

Detailed side-by-side comparison to help you choose the right tool

OpenObserve AI Observability

🔴Developer

AI observability

An OpenTelemetry-native observability product for tracing agents, tool calls, and model requests while measuring quality, latency, token use, and cost.

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Starting Price

$0.50/GB ingested + $0.01/GB queried

New Relic Agentic Platform and MCP

🔴Developer

AI observability

Observability platform for applications and AI systems that gives operational context to engineering agents.

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Starting Price

$0; 100 GB/month

Feature Comparison

Scroll horizontally to compare details.

FeatureOpenObserve AI ObservabilityNew Relic Agentic Platform and MCP
CategoryAI observabilityAI observability
Pricing Plans3 listed plans4 listed plans
Starting Price$0.50/GB ingested + $0.01/GB queried$0; 100 GB/month
Key Features
  • • Agent and tool-call traces
  • • Live quality scoring
  • • Token, latency and cost attribution
  • • Full-stack APM and logs
  • • AI agent monitoring
  • • OpenTelemetry support

OpenObserve AI Observability - Pros & Cons

Pros

  • ✓Correlates agent traces with infrastructure telemetry
  • ✓Uses OpenTelemetry gen_ai conventions
  • ✓Attributes tokens, latency, and cost
  • ✓Supports cloud and multiple self-hosted models

Cons

  • ✗Requires careful application instrumentation
  • ✗Verbose traces can raise ingestion volume
  • ✗Cloud pricing charges for queried data
  • ✗Self-hosting transfers operational burden

New Relic Agentic Platform and MCP - Pros & Cons

Pros

  • ✓100 GB free monthly ingest
  • ✓Connects AI traces to infrastructure
  • ✓Public ingest and user rates
  • ✓Unlimited hosts without host fees

Cons

  • ✗Multiple billing dimensions
  • ✗Pro seats start at $349 with commitment
  • ✗MCP packaging needs verification
  • ✗Remediation needs strict permissions

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