# Humanloop vs Traceloop

**Leader by Vioscale score:** Traceloop

| Attribute | Humanloop | Traceloop |
|---|---|---|
| **Vioscale score** | 55 (55% (medium)) | 69.3 (54% (medium)) |
| deployment.options | `{"cloud":true,"hybrid":true,"self_hosted":true}` | `{"cloud":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` |
| description.long | 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. | 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. |
| features.capabilities | `{"ab_testing":true,"soc2_type_ii":true,"pricing_model":"usage/seat-based-saas","self_hostable":true,"multi_step_flows":true,"tracing_included":true,"versioning_model":"hybrid","diff_and_rollback":true,"architecture_model":"managed_cloud_saas","non_engineer_editing":true,"multi_model_playground":true,"llm_judge_or_human_eval":true,"mit_or_apache_permissive_oss_license":false,"production_ab_testing_of_system_prompts":true,"prompt_playground_and_in_dashboard_replay":true,"automated_anomaly_detection_for_rate_limits":true,"multi_step_agentic_workflow_distributed_tracing":true,"user_feedback_score_api_for_thumbs_up_down_tags":true}` | `{"pricing_model":"pay_per_10k_traces","architecture_model":"managed_cloud_saas","mit_or_apache_permissive_oss_license":true,"production_ab_testing_of_system_prompts":true,"token_cost_and_latency_waterfall_charts":true,"prompt_playground_and_in_dashboard_replay":true,"multi_step_agentic_workflow_distributed_tracing":true,"opentelemetry_openllmetry_native_export_support":true,"native_integration_with_langchain_and_llamaindex":true}` |
| integrations.count | 5 | 20 |
| integrations.list | `[{"name":"Git"},{"name":"CI/CD pipelines"},{"name":"Vercel AI SDK"},{"name":"OpenAI"},{"name":"Anthropic"}]` | `[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"Gemini"},{"name":"Bedrock"},{"name":"Ollama"},{"name":"Watsonx"},{"name":"Cohere"},{"name":"Mistral AI"},{"name":"together.ai"},{"name":"Pinecone"},{"name":"Chroma"},{"name":"LangChain"},{"name":"LlamaIndex"},{"name":"CrewAI"},{"name":"Grafana Tempo"},{"name":"OpenTelemetry"},{"name":"Prometheus"},{"name":"AWS Marketplace"},{"name":"GCP Marketplace"},{"name":"Azure Marketplace"}]` |
| market.availability | `{"hqCountry":"GB","primaryMarkets":["US","GB","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Free","summary":"50 eval runs","contactSales":false,"includedLimits":{"eval_runs":"50"}},{"free":false,"name":"Startup","summary":"25% performance improvement","description":"For early stage VC backed startups","contactSales":false},{"free":false,"name":"Enterprise","features":["SSO + SAML","Role-based access controls","Hands-on support with SLA","VPC deployment add-on"],"contactSales":true}],"addOns":[{"name":"VPC deployment"}],"summary":"Free tier with 50 eval runs. Paid plans available; enterprise requires contact.","currency":"USD","freeTier":true,"sourceUrl":"https://humanloop.com/pricing","retrievedAt":"2026-08-25T15:41:29.826Z","billingPeriods":["month","year"]}` | `{"type":"hybrid","plans":[{"free":true,"name":"Free","summary":"Free up to 50K spans/month with 5 seats and 24 hour data retention","features":["Monitoring Dashboard","Evaluation Dashboard","CI/CD integration","Prompt Management"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"seats":"5","spans":"50k/mo","data_retention":"24 hours"}},{"free":false,"name":"Enterprise","summary":"Custom pricing for over 50K spans/month with unlimited seats and custom data retention","features":["SOC 2 Compliance","On-prem deployment option","Dedicated slack support"],"contactSales":true}],"summary":"Free tier with up to 50K spans/month. Enterprise custom pricing. 14-day free trial.","currency":"USD","freeTier":true,"sourceUrl":"https://traceloop.com/pricing","retrievedAt":"2026-08-25T21:51:37.614Z","freeTrialDays":14,"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | low |
| pricing.transparent | no | yes |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.soc2 | yes | yes |

## Capabilities (Llm Observability)

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

*Source: Vioscale. Generated 2026-09-01T16:37:35.610Z. "-" = undocumented, not absent.*