Kubeflow alternatives
6 agents tools in the same lane as Kubeflow, ranked by editorial score.
SE
Seldon
Agents · Multi-model (bring your own)
7.3
Kubernetes-native MLOps platform for deploying and orchestrating ML and generative AI models in production.
Freemium· Basic: $10 · Pro: $20 · Enterprise: Contact salesmodel-servinginference-pipelines
SE
Sematic
Agents
7.3
Open-source Python-first orchestrator for ML training pipelines from laptop to cloud.
Freemium· Open-source free; managed/enterprise tier on requestml-pipelinestraining-orchestration
CL
ClearML
Agents · Model-agnostic
8.3
End-to-end MLOps and GenAI platform with open-source experiment tracking and enterprise GPU orchestration.
Freemium· Community: $0 · Pro: $15 Per User/Month + Usage · Scale: Custom Quote · Enterprise: Request a Quoteexperiment-trackinggpu-orchestration
BE
BentoML
Agents · Multi-model
8.2
Open-source framework and managed platform for serving and scaling AI models in production.
Freemium· OSS free (Apache 2.0); managed Bento cloud has free tier + usage-based pricingmodel-servingllm-inference
FL
Flyte
Agents · Multi-model
8.3
Open-source Python-native orchestration platform for AI, ML, and data workflows at production scale.
Freemium· OSS free; Union.ai commercial tier for enterpriseml-pipelinesagent-orchestration
NR
Neu.ro
Agents · Multi-model
7.1
Infrastructure-agnostic MLOps platform for the full ML/DL lifecycle across public, hybrid, and on-prem clouds.
Enterprise· Contact sales; no public pricingmlopsmodel-training