vioscale
Comparison

MLflow vs Portkey

On the evidence we track, Portkey leads this comparison with a composite score of 80/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

MLflow full profile →Portkey full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Attribute comparison across 2 tools
Attribute79MLflow80PortkeyLeader
Vioscale score79 / 100low · 47%80 / 100low · 46%
Commits last 30d100-
Github stars27,317-
Package downloads weekly9,366,011-
Options{"self_hosted":true}{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}
LongOpen source platform for debugging, evaluating, monitoring, and optimizing AI agents and LLM applications with production-grade tracing, evaluation, prompt management, and experiment tracking. Also supports full machine learning lifecycle management including model training and deployment.Portkey equips AI teams with everything needed to go to production—AI Gateway, Observability, Guardrails, Governance, and Prompt Management in one platform.
Capabilities{"role":"framework","evaluation":true,"managed_cloud":false,"model_serving":true,"self_hostable":true,"multi_provider":true,"vpc_deployment":true,"otel_compatible":true,"llm_observability":true,"prompt_management":true,"framework_agnostic":true,"experiment_tracking":true}{"role":"gateway","evaluation":true,"managed_cloud":true,"model_serving":true,"self_hostable":true,"multi_provider":true,"vpc_deployment":true,"llm_observability":true,"prompt_management":true,"framework_agnostic":true,"experiment_tracking":true}
Count3-
List[{"name":"OpenTelemetry"},{"name":"LLM providers (any)"},{"name":"Agent frameworks (any)"}]-
PrimaryPython-
SpdxApache-2.0-
Support{"cli":true,"web":true}{"web":true}
Pricing{"type":"open_source","freeTier":true,"sourceUrl":"https://mlflow.org","retrievedAt":"2026-08-01T15:18:38.042Z"}{"type":"hybrid","plans":[{"free":true,"name":"Developer","summary":"Free forever","features":["Universal API, Fallbacks, Load Balancing, Retries","Logs, Traces, Feedback, Custom Metadata, Filters","3 Prompt Templates, Playground, API Endpoints, Versioning, Variables","Simple Caching","Deterministic Guardrails","Community Support"],"description":"Perfect for prototyping and testing or evaluating enterprise POCs. Not suitable for production workloads.","contactSales":false,"includedLimits":{"log_retention":"3 days","recorded_logs":"10k/mo","metrics_retention":"30 days"}},{"free":false,"name":"Production","summary":"$49/month","features":["Universal API, Fallbacks, Load Balancing, Retries","Logs, Traces, Feedback, Metadata, Filters, Alerts","LLM & Partner Guardrails","Unlimited Templates, Playground, API Endpoints, Versioning, Variables","Role-Based Access Control, Service Account API Keys","Production Support","Simple & Semantic Caching"],"components":[{"kind":"fixed","amount":49,"period":"month","currency":"USD"}],"description":"Great for teams ready to deploy LLM apps in production. Not recommended for organizations requiring custom security controls or data residency guarantees.","contactSales":false,"includedLimits":{"overage_rate":"$9 per 100k additional logs","log_retention":"30 days","recorded_logs":"100k/mo","metrics_retention":"90 days"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Custom Guardrail Hooks, Advanced Evaluation Templates","Role-Based Access Control, SSO, Granular Budget & Rate Limits","Private Cloud Deployment, Data Export to Data Lakes, VPC Hosting","Advanced Compliance (SOC2 Type 2, GDPR, HIPAA)","Custom BAAs, Data Isolation","Dedicated Onboarding & Priority Support"],"description":"Built for organizations with complex compliance needs and high-volume production workloads. Full Portkey feature set with enterprise support and multiple deployment configurations.","contactSales":true,"includedLimits":{"log_retention":"Custom","recorded_logs":"10M+/mo","metrics_retention":"Custom"}}],"summary":"Free tier for prototyping; Production at $49/month with $9 overage per 100k logs; Enterprise with custom pricing","currency":"USD","freeTier":true,"sourceUrl":"https://portkey.ai","retrievedAt":"2026-08-03T22:44:45.309Z","startingPrice":{"amount":49,"period":"month","currency":"USD"},"billingPeriods":["month"]}
Free tierYesYes
Modelcommercialcommercial
Price levelfreemid
Starting gbp-49
TransparentYesYes
Cadence days10-
Status page-Yes
Gdpr-Yes
Hipaa-Yes
Soc2-Yes

Capabilities

Feature-by-feature on the axes that matter for mlops & llmops tools. “-” means undocumented, not absent.

Capability comparison for MLOps & LLMOps Tools
CapabilityMLflowPortkey
Core
Tool roleAgent / RAG frameworkModel gateway / router
Deployment
Self-hostable / OSS core✓✓
Managed cloud available✗✓
On-prem / VPC deployment✓✓
Observability
LLM tracing / observability✓✓
Evaluation (offline / LLM-judge / human)✓✓
Dev
Prompt management + versioning✓✓
Tracking
Experiment tracking / model registry✓✓
Serving
Model serving / inference endpoint✓✓
Interop
OpenTelemetry / OpenLLMetry compatible✓-
Framework-agnostic✓✓
Gateway
Multi-provider model support✓✓
Data
No-train-on-customer-data guarantee--

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