Product overview
What is Athina AI?
Athina AI is a collaborative AI development platform for teams building production features with language models. It brings prompt management, dataset work, evaluation, prototyping, and monitoring into one environment so technical and non-technical participants can inspect the same experiments and results. Teams can run prompts across hosted or custom models and compare how changes affect output quality.
The platform supports more than 50 preset evaluations as well as custom evaluators. Users can regenerate datasets after changing a model, prompt, or retriever; annotate examples; compare datasets and SQL results; and prototype multi-step chains before running them programmatically. These capabilities are intended to make AI behavior testable and reviewable throughout development.
Core Features
- Prompt management: Stores, runs, and compares prompts used across AI features.
- Model flexibility: Tests prompts with supported hosted models or a team's custom model connections.
- Preset and custom evaluations: Provides more than 50 ready-made checks and tools for defining project-specific evaluators.
- Dataset regeneration: Re-runs examples after changes to the model, prompt, or retrieval setup.
- Annotation and comparison: Lets collaborators label examples and compare datasets, outputs, and SQL results.
- Chain prototyping: Builds and tests multi-step AI workflows before they are called from application code.
Use Cases
- Prompt regression testing: AI teams can check whether a prompt change improves target examples without breaking other behavior.
- Model comparison: Developers can run the same workload across models and compare evaluation results.
- Retrieval experiments: Teams can regenerate datasets after changing retrieval components and inspect the impact.
- Cross-functional review: Product, domain, and engineering participants can annotate outputs and collaborate on quality decisions.
- AI feature monitoring: Teams can observe deployed behavior and connect production findings back to development.
Frequently Asked Questions
Can Athina AI evaluate custom criteria?
Yes. The official site describes both more than 50 preset evaluations and support for custom evaluators.
Can teams compare different models and prompts?
Yes. Athina supports running prompts across models and comparing results through datasets and evaluations.
