
Optima helps organizations build custom benchmarks to compare AI models on their own work.
Organizations choosing models for specific tasks need evidence beyond general capability rankings. Optima lets teams create benchmarks from their own tasks, examples, and traces, then run selected models under consistent conditions and compare task performance, cost, and time.
Unlike public leaderboards such as Hugging Face Open LLM Leaderboard or LMSYS Chatbot Arena, Optima evaluates models against an organization's own workflows and grading criteria. This custom evaluation positions it as a decision tool for teams optimizing models for their operational requirements.


Expert-built evaluation services for measuring AI agent quality, model choice, and operating cost.


Expert rubric design and human calibration for reliable automated evaluation of language models.


Open LLM Leaderboard ranks open language models on reproducible public evaluation tasks.


DevCommX AI Visibility Optimization measures and improves how a brand is represented in AI-generated answers.



Eval Engineering Platform turns AI evaluation results into automated production guardrails.


Observability and evaluation platform for shipping quality AI agents at scale.

Expert-built evaluation services for measuring AI agent quality, model choice, and operating cost.

Expert rubric design and human calibration for reliable automated evaluation of language models.

Vetted professional expert sourcing for frontier AI model training and evaluation projects.




Sales-led engagement in which Chonkie trains custom specialist models on a customer's production data for specific software workflows.



Portkey AI provides a gateway platform for managing and observing large language model deployments.


Tools for building, deploying, evaluating, and governing enterprise AI and machine learning systems.

Open LLM Leaderboard ranks open language models on reproducible public evaluation tasks.

DevCommX AI Visibility Optimization measures and improves how a brand is represented in AI-generated answers.

AI expert teams that research and map complex business questions.

Eval Engineering Platform turns AI evaluation results into automated production guardrails.

Observability and evaluation platform for shipping quality AI agents at scale.

Vetted professional expert sourcing for frontier AI model training and evaluation projects.

Custom AI model builder for enterprise infrastructure.

Opik is Comet's open-source AI observability and LLM evaluation platform for agentic applications.

Enterprise AI observability and evaluation platform for testing, monitoring, and improving AI agents and applications.

Sales-led engagement in which Chonkie trains custom specialist models on a customer's production data for specific software workflows.

MLPerf is an industry-standard suite that measures AI training and inference system performance.

Portkey AI provides a gateway platform for managing and observing large language model deployments.

Tools for building, deploying, evaluating, and governing enterprise AI and machine learning systems.
