vioscale
Comparison

Humanloop vs Traceloop

On the evidence we track, Traceloop leads this comparison with a composite score of 69/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Humanloop full profile →Traceloop full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Humanloop55
★Traceloop69
Score
Vioscale score
Humanloop55 / 100medium · 55%
Traceloop69 / 100medium · 54%
Pricing
Free tier
Humanloop✓
Traceloop✓
Model
Humanloopfreemium
Traceloopfreemium
Price level
Humanlooplow
Tracelooplow
Transparent
Humanloop✗
Traceloop✓
Integrations
Count
Humanloop5
Traceloop20
Security
Disclosure policy
Humanloop✓
Traceloop–
Gdpr
Humanloop✓
Traceloop✓
Hipaa
Humanloop✓
Traceloop✓
Soc2
Humanloop✓
Traceloop✓
Market
Availability

Capabilities

Feature-by-feature on the axes that matter for llm observability. “-” means undocumented, not absent.

Capabilities
Architecture model
HumanloopManaged cloud saas
TraceloopManaged cloud saas
Token cost and latency waterfall charts
Humanloop-
Traceloop✓
Opentelemetry openllmetry native export support
Humanloop-
Traceloop✓
Prompt playground and in dashboard replay
Humanloop✓
Traceloop✓
Multi step agentic workflow distributed tracing
Humanloop✓
Traceloop✓
User feedback score API for thumbs up down tags
Humanloop✓
Traceloop-
Pii redaction and prompt content masking
Humanloop-
Traceloop-
Production ab testing of system prompts
Humanloop✓
Traceloop✓
Automated anomaly detection for rate limits
Humanloop✓
Traceloop-
Native integration with langchain and llamaindex
Humanloop-
Traceloop✓
SOC2 type ii
Humanloop✓
Traceloop-
Mit or apache permissive oss license
Humanloop✗
Traceloop✓
Pricing model
Humanloopusage/seat-based-saas
TraceloopPay per 10k traces

What each one is

The product in its own terms, so the numbers below have context.

Humanloop

A platform that helps teams develop, test, and monitor AI applications through evaluation workflows, prompt management, and production observability. It supports both technical engineers and non-technical domain experts to iterate on AI systems using real-world data and automated assessments.

Independently observed

Traceloop

Leader

Traceloop provides automatic tracing and monitoring for LLM applications, offering built-in quality metrics, real-time production monitoring, and automated evaluation to help teams improve model reliability and deploy with confidence.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Humanloop

SubscriptionFree tier

Free tier with 50 eval runs. Paid plans available; enterprise requires contact.

  • FreeFree
  • Startup25% performance improvement
  • EnterpriseContact sales
    • SSO + SAML
    • Role-based access controls
    • Hands-on support with SLA
    • VPC deployment add-on
as of verify ↗

Traceloop

Leader
HybridFree tier14-day trial

Free tier with up to 50K spans/month. Enterprise custom pricing. 14-day free trial.

  • FreeFree
    • Monitoring Dashboard
    • Evaluation Dashboard
    • CI/CD integration
    • Prompt Management
  • EnterpriseContact sales
    • SOC 2 Compliance
    • On-prem deployment option
    • Dedicated slack support
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Humanloop✓
Traceloop✓
CLI
Humanloop✓
Traceloop✗
Deployment
Cloud / SaaS
Humanloop✓
Traceloop✓
Self-hosted
Humanloop✓
Traceloop✓
On-premise
Humanloop✗
Traceloop✓
Hybrid
Humanloop✓
Traceloop✗
Air-gapped
Humanloop✗
Traceloop✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (2)
  • OpenAI
  • Anthropic

Humanloop

5 total - 3 not shared
  • Git
  • CI/CD pipelines
  • Vercel AI SDK
Independently observed

Traceloop

Leader
20 total - 18 not shared
  • Gemini
  • Bedrock
  • Ollama
  • Watsonx
  • Cohere
  • Mistral AI
  • together.ai
  • Pinecone
  • Chroma
  • LangChain
  • LlamaIndex
  • CrewAI
  • Grafana Tempo
  • OpenTelemetry
  • Prometheus
  • AWS Marketplace
  • GCP Marketplace
  • Azure Marketplace
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.