Comparison

Kubeflow vs LlamaIndex

On the evidence we track, LlamaIndex leads this comparison with a composite score of 66/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Kubeflow full profile →LlamaIndex full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

Kubeflow47

★LlamaIndex66

Attribute comparison across 2 tools
Attribute	Kubeflow	LlamaIndexLeader
Vioscale score	47 / 100low · 44%	66 / 100high · 75%
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	open_source	freemium
Price levelpricing.price_level	free	mid
Starting pricepricing.starting_price	-	$50
Transparentpricing.transparent	✓	✓
Integrations
Countintegrations.count	7	3
Security
Disclosure policysecurity.disclosure_policy	-	✓
Gdprsecurity.gdpr	-	✓
Hipaasecurity.hipaa	-	✓
Scorecardsecurity.scorecard	5.5	-
Soc2security.soc2	-	✓
Vulnerabilitiessecurity.vulnerabilities	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Fkubeflow%2Fkubeflow%2Fcomponents%2Fprofile-controller&per_page=100 · Last 12m: 0	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=nixpkgs&package_name=python312Packages.llama-index-llms-openai&per_page=100 · Last 12m: 0
Reliability
Sla pctreliability.sla_pct	-	99.9
Status pagereliability.status_page	-	✓
Adoption
Dependent reposadoption.dependent_repos	40	0
Github starsadoption.github_stars	15,832	51,883
Package downloads weeklyadoption.package_downloads_weekly	-	1,685,400
Activity
Commits last 30dactivity.commits_last_30d	3	32
Release
Cadence daysrelease.cadence_days	25	12
Historyrelease.history	20 items	20 items
License
Spdxlicense.spdx	Apache-2.0	MIT
Language
Primarylanguage.primary	-	Python
Market
Availabilitymarket.availability	-	Available worldwide · Popular in US, EU · HQ US

Score

Vioscale score

Kubeflow47 / 100low · 44%

LlamaIndex66 / 100high · 75%

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

Security

Disclosure policy

Kubeflow–

LlamaIndex✓

Gdpr

Kubeflow–

LlamaIndex✓

Hipaa

Kubeflow–

LlamaIndex✓

Scorecard

Kubeflow5.5

LlamaIndex–

Soc2

Kubeflow–

LlamaIndex✓

Vulnerabilities

KubeflowCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Fkubeflow%2Fkubeflow%2Fcomponents%2Fprofile-controller&per_page=100 · Last 12m: 0

LlamaIndexCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=nixpkgs&package_name=python312Packages.llama-index-llms-openai&per_page=100 · Last 12m: 0

Reliability

Sla pct

Kubeflow–

LlamaIndex99.9

Status page

Kubeflow–

LlamaIndex✓

Adoption

Dependent repos

Kubeflow40

LlamaIndex0

Github stars

Kubeflow15,832

LlamaIndex51,883

Package downloads weekly

Kubeflow–

LlamaIndex1,685,400

Activity

Commits last 30d

Kubeflow3

LlamaIndex32

Release

Cadence days

Kubeflow25

LlamaIndex12

History

Kubeflow20 items

LlamaIndex20 items

License

Spdx

KubeflowApache-2.0

LlamaIndexMIT

Language

Primary

Kubeflow–

LlamaIndexPython

Market

Availability

Kubeflow–

LlamaIndexAvailable worldwide · Popular in US, EU · HQ US

Capabilities

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

Capability comparison for MLOps & LLMOps Tools
Capability	Kubeflow	LlamaIndex
Core
Tool role	End-to-end ML platform	Agent / RAG framework
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	Yes	Unknown

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

LlamaParse is a cloud-based document parsing platform that uses vision language models and intelligent agents to automatically process complex documents—including PDFs, images, and office files—with support for layout detection, multi-modal content, and 80+ languages. It transforms document ingestion workflows with agentic extraction and indexing capabilities.

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 sourceFree tier

as of 2026-08-14verify ↗

LlamaIndex

Leader

from $50/moHybridFree tier

Free tier with 10K monthly credits; pay-as-you-go starting at $50/month. Credit pricing: 1,000 credits = $1.25.

FreeFree
- Basic parsing
- Up to 130+ file formats
- File upload only
- Community support
Starter$50/month up to 400K credits
- Multiple parse tiers (Cost Effective, Agentic, Agentic Plus)
- Auto Mode smart tier routing
- Advanced table and chart extraction
- Structured JSON output
- Extraction agents
- +3 more
Pro$500/month up to 4M credits
- All Starter features
- Classification & splitting
- Sheets (spreadsheet data extraction)
- Agents Builder
- External data sources
- +3 more
EnterpriseContact sales
- Volume discount on credits
- 5x higher rate limits
- Enterprise SSO
- SaaS or Hybrid cloud deployment
- Dedicated account manager
- +1 more

as of 2026-08-21verify ↗

Platform & deployment

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

Platform and deployment support comparison
Supports	Kubeflow	LlamaIndex
WebPlatforms	✓	✓
CLIPlatforms	✓	✗
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✓	✗
On-premiseDeployment	✓	✗
HybridDeployment	✗	✓

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

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