Comparison

Kubeflow vs LlamaIndex

On the evidence we track, LlamaIndex leads this comparison with a composite score of 65/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Kubeflow46
★LlamaIndex65
Score
vioscaleAI score
Kubeflow46 / 100low · 43%
LlamaIndex65 / 100medium · 69%
Pricing
Free tier
Kubeflow✓
LlamaIndex✓
Model
Kubeflowopen_source
LlamaIndexfreemium
Price level
Kubeflowfree
LlamaIndexmid
Starting price
Kubeflow–
LlamaIndex$50
Transparent
Kubeflow✓
LlamaIndex✓
Integrations
Count
Kubeflow7
LlamaIndex3
Reliability
Sla pct
Kubeflow–
LlamaIndex99.9
Status page
Kubeflow–
LlamaIndex✓
Adoption
Dependent repos
Kubeflow40
LlamaIndex0
Github stars
Kubeflow15,902
LlamaIndex52,481
Package downloads weekly
Kubeflow–
LlamaIndex1,685,400
Activity
Commits last 30d
Kubeflow1
LlamaIndex28
Release
Cadence days
Kubeflow25
LlamaIndex17
History
Kubeflow20 items
LlamaIndex20 items
License
Spdx
KubeflowApache-2.0
LlamaIndexMIT
Language
Primary
Kubeflow–
LlamaIndexPython
Market
Availability
Kubeflow–
Content
Faq
Kubeflow6 items
LlamaIndex8 items

Capabilities

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

Core
Tool role
KubeflowEnd-to-end ML platform
LlamaIndexAgent / RAG framework
Deployment
Self-hostable / OSS core
Kubeflow✓
LlamaIndex✓
Managed cloud available
Kubeflow✗
LlamaIndex✓
On-prem / VPC deployment
Kubeflow✓
LlamaIndex✓
Observability
LLM tracing / observability
Kubeflow-
LlamaIndex✗
Evaluation (offline / LLM-judge / human)
Kubeflow-
LlamaIndex✗
Dev
Prompt management + versioning
Kubeflow-
LlamaIndex✗
Tracking
Experiment tracking / model registry
Kubeflow✓
LlamaIndex✗
Serving
Model serving / inference endpoint
Kubeflow✓
LlamaIndex✓
Interop
OpenTelemetry / OpenLLMetry compatible
Kubeflow-
LlamaIndex✓
Framework-agnostic
Kubeflow✓
LlamaIndex✓
Gateway
Multi-provider model support
Kubeflow✓
LlamaIndex✓
Data
No-train-on-customer-data guarantee
KubeflowYes
LlamaIndexUnknown

What each one is

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

Kubeflow

Kubeflow is an open-source platform that provides composable, Kubernetes-native tools for the entire AI lifecycle, including model training, hyperparameter tuning, pipeline orchestration, model management, and notebook environments. It enables AI teams to build scalable ML systems on any Kubernetes infrastructure.

Independently observed

LlamaIndex

Leader

A platform that uses AI models to parse and extract data from documents across 130+ file formats, supporting complex layouts, multiple languages, and multi-step extraction agents. Optimized for accuracy, cost, and latency at enterprise scale.

Independently observed

Pricing

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

Kubeflow

Open source
as of verify ↗

LlamaIndex

Leader
from $50/moHybridFree tier

Free (10K credits/month), Starter $50/month (400K credits), Pro $500/month (400K + 800K bonus), Pay-as-you-go up to $5,000/month, Enterprise custom

  • FreeFree
    • Basic support
    • 100 users
    • 130+ file formats
    • 80+ languages supported
  • Starter$50/mo
    • Basic support
    • Multiple parse tiers
    • Auto Mode with up to 80% savings
    • Saved parse configs
    • Advanced table/chart extraction
    • +1 more
  • Pro$500/mo + $1000 one-time
    • Priority Slack support
    • All parsing and extraction capabilities
    • Extraction agents
    • Webhooks & API callbacks
    • Smart result caching
  • Pay-as-you-go$0.00 per credit
    • Priority Slack support
    • Flexible credit usage up to $5,000/month
  • EnterpriseContact sales
    • Volume discounts on credits
    • 5x higher rate limits
    • Enterprise SSO
    • SaaS or Hybrid cloud deployment
    • Dedicated account manager
    • +1 more
as of verify ↗

Platform & deployment

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

Platforms
Web
Kubeflow✓
LlamaIndex✓
CLI
Kubeflow✓
LlamaIndex✓
Deployment
Cloud / SaaS
Kubeflow✓
LlamaIndex✓
Self-hosted
Kubeflow✓
LlamaIndex✗
On-premise
Kubeflow✓
LlamaIndex✗
Hybrid
Kubeflow✓
LlamaIndex✓

Integrations

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

Kubeflow

9 total
  • PyTorch
  • TensorFlow
  • JAX
  • XGBoost
  • Spark
  • HuggingFace
  • DeepSpeed
  • Megatron
  • MLX
Independently observed

LlamaIndex

Leader
3 total
  • AWS
  • Microsoft Azure
  • GitHub
Independently observed
Still deciding?

Kubeflow or LlamaIndex: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

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