Comparison

LLaMA-Factory vs Scale AI

On the evidence we track, Scale AI leads this comparison with a composite score of 76/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
LLaMA-Factory59
Scale AI76
Score
Vioscale score
LLaMA-Factory59 / 100low · 24%
Scale AI76 / 100low · 45%
Pricing
Free tier
LLaMA-Factory
Scale AI
Model
LLaMA-Factoryopen_source
Scale AIfreemium
Price level
LLaMA-Factoryfree
Scale AIlow
Transparent
LLaMA-Factory
Scale AI
Integrations
Count
LLaMA-Factory7
Scale AI
Security
Disclosure policy
LLaMA-Factory
Scale AI
Fedramp
LLaMA-Factory
Scale AI
Gdpr
LLaMA-Factory
Scale AI
Iso27001
LLaMA-Factory
Scale AI
Soc2
LLaMA-Factory
Scale AI
Adoption
Github stars
LLaMA-Factory74,382
Scale AI
Activity
Commits last 30d
LLaMA-Factory14
Scale AI
Release
Cadence days
LLaMA-Factory25
Scale AI
History
LLaMA-Factory20 items
Scale AI
License
Spdx
LLaMA-FactoryApache-2.0
Scale AI
Language
Primary
LLaMA-FactoryPython
Scale AI
Market
Availability

Capabilities

Feature-by-feature on the axes that matter for fine tuning platforms. “-” means undocumented, not absent.

Capabilities
Architecture model
LLaMA-FactoryOpen source library local GPU
Scale AIManaged cloud saas platform
Peft lora and qlora parameter efficient tuning
LLaMA-Factory
Scale AI-
Rlhf and dpo preference alignment optimization
LLaMA-Factory
Scale AI
Serverless hosting of fine tuned adapters lorax
LLaMA-Factory-
Scale AI-
Four bit and eight bit memory quantization
LLaMA-Factory
Scale AI-
Flash attention and xformers compilation
LLaMA-Factory
Scale AI-
Distributed multi GPU orchestration fsdp deepspeed
LLaMA-Factory
Scale AI-
Synthetic data generation and evaluation pipeline
LLaMA-Factory-
Scale AI-
Native huggingface hub push pull integration
LLaMA-Factory-
Scale AI-
Weights and biases wandb experiment tracking
LLaMA-Factory
Scale AI-
SOC2 type ii
LLaMA-Factory-
Scale AI
Mit or apache permissive oss license
LLaMA-Factory
Scale AI-
Pricing model
LLaMA-FactoryFree open source
Scale AI-

What each one is

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

LLaMA-Factory

LlamaFactory is a user-friendly training and fine-tuning platform that enables local optimization of hundreds of pre-trained language models without requiring code. It supports diverse training methods including supervised fine-tuning, reinforcement learning approaches, and parameter-efficient techniques.

Independently observed

Scale AI

Leader

Platform providing high-quality training data through crowdsourced annotation and data management, rigorous evaluation and red-teaming of AI models, and enterprise software for building, deploying, and monitoring production AI systems.

Independently observed

Pricing

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

LLaMA-Factory

Open source

Free and open source

as of verify ↗

Scale AI

Leader
HybridFree tier

Enterprise (contact sales) and Self-Serve pay-as-you-go tiers with free tier

  • EnterpriseContact sales
    • Enterprise-grade quality & SLAs
    • Access to Data Engine and Enterprise GenAI Platform
    • Dedicated customer operations support
    • Data annotation services
    • Data management
    • +1 more
  • Self-Serve Data EnginePay-as-you-go with free tier
    • Data annotation and management for ML projects
    • Quality optimization
    • Free tier: 10,000 images
as of verify ↗

Platform & deployment

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

Platforms
Web
LLaMA-Factory
Scale AI
CLI
LLaMA-Factory
Scale AI
Deployment
Cloud / SaaS
LLaMA-Factory
Scale AI
Self-hosted
LLaMA-Factory
Scale AI

Integrations

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

LLaMA-Factory

7 total
  • TensorBoard
  • Wandb
  • MLflow
  • SwanLab
  • Transformers
  • vLLM
  • Hugging Face Hub
Independently observed

Scale AI

Leader

Not documented yet.

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