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LLM observability & evaluation

Trace, evaluate and regression-test model output

7 sites

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Jevstation

Score 78 out of 100 — Strong

jevstation.com

JevStation is a web workspace for running Jev and other decision models: users submit a state, ask typed Choice, Score, or Noul questions, and receive structured answers with probability distributions and confidence values. It provides a playground, API access, saved evaluations, credit metering, batch tools, and MCP access.

LLM observability & evaluation

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Supermemory

Score 78 out of 100 — Strong

supermemory.ai

Supermemory provides memory infrastructure for AI agents, including user profiles, a memory graph, retrieval, extractors, and connectors.

LLM observability & evaluation

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Datarobot

Score 76 out of 100 — Strong

datarobot.com

DataRobot provides enterprise software for generative AI, including tools to evaluate and benchmark generative AI models for enterprise applications.

LLM observability & evaluation

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Maxaeo

Score 75 out of 100 — Strong

maxaeo.ai

MaxAEO is a SaaS platform that monitors brand visibility in AI search engines by running daily live checks across ChatGPT, Gemini, Perplexity, Claude, Copilot, Grok, Google AI Mode, and Google AI Overview. It tracks mention rates, recommendation positions, sentiment, and citation sources, then provides optimization recommendations to improve how brands appear in AI-generated answers.

LLM observability & evaluation

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Whocodesbest

Score 73 out of 100 — Fair

whocodesbest.com

Who Codes Best? is a website for testing and comparing AI coding models and agents. It lets users run coding tasks across 41+ models and compare speed, quality, and cost, with model comparisons and generated code samples.

LLM observability & evaluation

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Agent Orchestrator — Your coding agent fleet manager

Score 69 out of 100 — Fair

aoagents.dev

Open-source desktop IDE and local CLI for supervising fleets of parallel AI coding agents in isolated Git worktrees, managing branches, reviews, CI status, and merge workflows without API proxying.

LLM observability & evaluation

H2o

Score 62 out of 100 — Fair

h2o.ai

H2O.ai provides an end-to-end generative AI platform for private, protected data, with deployments described as air-gapped, on-premises, or cloud VPC environments.

LLM observability & evaluation