Comparison

Axolotl 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
Axolotl52
Scale AI76
Score
Vioscale score
Axolotl52 / 100low · 32%
Scale AI76 / 100low · 45%
Pricing
Free tier
Axolotl
Scale AI
Model
Scale AIfreemium
Price level
Axolotlfree
Scale AIlow
Transparent
Axolotl
Scale AI
Integrations
Count
Axolotl8
Scale AI
Security
Disclosure policy
Axolotl
Scale AI
Fedramp
Axolotl
Scale AI
Gdpr
Axolotl
Scale AI
Iso27001
Axolotl
Scale AI
Soc2
Axolotl
Scale AI
Adoption
Dependent repos
Axolotl1
Scale AI
Github stars
Axolotl12,407
Scale AI
Activity
Commits last 30d
Axolotl29
Scale AI
Release
Cadence days
Axolotl9
Scale AI
History
Axolotl20 items
Scale AI
License
Spdx
AxolotlApache-2.0
Scale AI
Language
Primary
AxolotlPython
Scale AI

Capabilities

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

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

What each one is

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

Axolotl

A free framework that simplifies fine-tuning and customization of large language models on GPU hardware, with support for multiple training techniques and model architectures.

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.

Axolotl

Open sourceFree tier

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
Axolotl
Scale AI
CLI
Axolotl
Scale AI
Deployment
Cloud / SaaS
Axolotl
Scale AI
Self-hosted
Axolotl
Scale AI

Integrations

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

Axolotl

8 total
  • HuggingFace Hub
  • HuggingFace Transformers
  • PEFT
  • vLLM
  • TRL
  • DeepSpeed
  • FSDP
  • CUDA
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.