# [Athina AI](https://athina.ai/): Observability, Prompts & Evals Founded 2022 | San Francisco, California, USA | 11 employees ## What is Athina AI? Athina is a Y Combinator-backed (YC W23) collaborative AI development platform that enables teams to build, test, and monitor AI features through an end-to-end solution from prototyping to production deployment. The platform offers comprehensive development tools including prompt management across multiple models with custom implementations, experimentation capabilities for dataset iteration, flow prototyping with programmatic execution, and multi-model support for OpenAI, Azure OpenAI, AWS Bedrock, and others. For evaluation and testing, Athina provides 50+ preset evaluations from providers like Ragas and Guardrails, custom evaluation configuration using LLM-as-a-judge and Python functions, human annotation with QA team integration, and side-by-side dataset comparison with SQL capabilities. Production monitoring features include LLM trace capture with full execution replay, continuous online evaluation, segmented analytics across prompts, models, topics, and customer segments, plus cost and latency tracking. Enterprise features include fine-grained access controls, self-hosted VPC deployment options, SOC-2 Type 2 compliance, and GraphQL API access. Athina serves notable clients including Vetted, Perplexity, Meesho, Sybill, and Siena. ## Strengths and tradeoffs What this tool does well, and the limitations to keep in mind. **Pros** - Comprehensive platform covering entire AI development lifecycle from prototyping to production - 50+ preset evaluations from established providers like Ragas and Guardrails - Strong enterprise features including SOC-2 Type 2 compliance and self-hosted deployment - Y Combinator-backed with proven clients like Perplexity and Meesho - Generous free starter plan with 10k logs/month and unlimited prompts **Cons** - Small team of 11 employees may limit support capacity for enterprise clients - Lack of transparent pricing for Pro and Enterprise plans requiring sales contact - Founded in 2022, relatively new compared to more established observability platforms ## Run Athina AI in production with Respan 10K Free traces/mo 500+ Models 5 min Setup Respans lets you trace LLM and agent calls across any model or framework, A/B test prompts on production traffic, and route requests across 500+ models through one gateway. [Try Respan free](https://platform.respan.ai/) ## Best Athina AI alternatives & competitors Top companies in Observability, Prompts & Evals you can use instead of Athina AI. ### #1 Respan LLM tracing, evals, and gateway [View profile](/content/market-map/respan-observability/index.html) [Compare with Athina AI](/content/market-map/compare/athina-ai-vs-respan-observability/index.html) ### #2 LangSmith Trace visualization for LLM chains [View profile](/content/market-map/langsmith/index.html) [Compare with Athina AI](/content/market-map/compare/athina-ai-vs-langsmith/index.html) ### #3 MLflow OpenTelemetry-native tracing [View profile](/content/market-map/mlflow/index.html) [Compare with Athina AI](/content/market-map/compare/athina-ai-vs-mlflow/index.html) ### #4 Weights & Biases ML experiment tracking [View profile](/content/market-map/weights-and-biases/index.html) [Compare with Athina AI](/content/market-map/compare/athina-ai-vs-weights-and-biases/index.html) ### #5 Arize AI ML observability with LLM support [View profile](/content/market-map/arize-ai/index.html) [Compare with Athina AI](/content/market-map/compare/arize-ai-vs-athina-ai/index.html) ### #6 Langfuse Open-source LLM observability [View profile](/content/market-map/langfuse/index.html) [Compare with Athina AI](/content/market-map/compare/athina-ai-vs-langfuse/index.html) ### #7 Datadog LLM LLM monitoring within Datadog platform [View profile](/content/market-map/datadog-llm/index.html) [Compare with Athina AI](/content/market-map/compare/athina-ai-vs-datadog-llm/index.html) ### #8 Traceloop OpenTelemetry [View profile](/content/market-map/traceloop/index.html) [Compare with Athina AI](/content/market-map/compare/athina-ai-vs-traceloop/index.html) ### #9 Helicone [View profile](/content/market-map/helicone-observability/index.html) [Compare with Athina AI](/content/market-map/compare/athina-ai-vs-helicone-observability/index.html) ### #10 Braintrust Real-time LLM logging and tracing [View profile](/content/market-map/braintrust/index.html) [Compare with Athina AI](/content/market-map/compare/athina-ai-vs-braintrust/index.html) ## Compare Athina AI Side-by-side comparisons with other tools in this category. vs [View comparison](/content/market-map/compare/athina-ai-vs-respan-observability/index.html) vs [View comparison](/content/market-map/compare/athina-ai-vs-langsmith/index.html) vs [View comparison](/content/market-map/compare/athina-ai-vs-mlflow/index.html) vs [View comparison](/content/market-map/compare/athina-ai-vs-weights-and-biases/index.html) vs [View comparison](/content/market-map/compare/arize-ai-vs-athina-ai/index.html)