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Athina AI vs Goodfire
Side-by-side comparison of features, pricing, and ratings
Collaborative AI dev platform for building, testing, and monitoring LLM features.
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Pricing
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Plans
$0/mo
$299/mo
Custom
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Popularity
5.5k views
6.7k views
Skill Level
Intermediate
Advanced
API Available
Platforms
WebAPI
API
Categories
💻 Code & Development
💻 Code & Development🔬 Research & Education
Features
Prompt management with any model
50+ preset evaluation criteria
Custom evaluation configuration
Dataset regeneration (model/prompt/retriever change)
Human annotation workflows
LLM tracing for every step
Continuous online evaluations
Segmented analytics comparison
No-code AI flow builder
Python SDK for programmatic control
GraphQL API for data access
Fine-grained access controls
Self-hosted deployment option
SOC-2 Type 2 compliance
Custom model support (Azure, AWS Bedrock)
Reverse engineer causal mechanisms of AI models
Reveal internal structure and hidden representations
Detect performative chain-of-thought in LLMs
Identify confounders and debug model behavior
Validate whether models learned real clinical understanding
Trace unstable behaviors to brittle internal features
Reduce hallucinations via features as rewards
Accelerate materials discovery with self-correcting search
Control training precisely with less data and fewer off-target effects
Support for LLMs, life sciences, and robotics/vision models
Harvest activations from trillion-parameter models
SOC 2 Type II certified security and compliance
Analyze latent policy structure in robotics models
Interpret genomic models like Evo 2
Discover novel biomarkers via model reverse-engineering
Integrations
Azure OpenAI
AWS Bedrock
OpenAI
Slack
GitHub
Jupyter
Python SDK
GraphQL API