2026 Melhores ferramentas de Avaliação de LLMs

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OpenTrain AI

Avaliação de LLMs

OpenTrain AI é um marketplace e serviço gerenciado para contratar treinadores de IA, anotadores de dados e especialistas de domínio pré-avaliados para RLHF, avaliação, red teaming, anotação e fluxos de agentes.

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Agnost AI

Observabilidade de IA

Agnost AI monitors AI agents in production by analyzing conversations, traces, user corrections, and frustration. It helps teams identify recurring failures, review suggested prompt fixes, and apply approved changes with replay-based regression coverage.

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FastRouter.ai

Gateways e roteamento de IA

An OpenAI-compatible gateway for routing, evaluating, and governing access to 200+ AI models.

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Sourcebae

Assistente de recrutamento com IA

Expert matching, annotation workflows, and quality dashboards for AI training and evaluation.

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OverallGPT

Avaliação de LLMs

OverallGPT compares AI answers to one question side by side and combines the responses into an Overall Answer.

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Oqoqo

Avaliação de LLMs

Oqoqo is an evaluation platform for running repeatable agent experiments in realistic, isolated environments. Teams use it to build private benchmarks, compare agents and models, and investigate why agent workflows succeed or fail.

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inferock-bench

Gateways e roteamento de IA

inferock-bench is a local diagnostic proxy for tracking LLM API usage, provider-reported costs, failures, and billing-integrity signals. It helps developers inspect calls to OpenAI, Anthropic, Gemini Developer API, and pinned OpenRouter endpoints using locally stored receipts.

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ComputeArena

Avaliação de LLMs

ComputeArena is a community benchmark directory for measuring local AI model throughput across chips, quantisations, and runtimes. It helps developers run offline benchmarks, inspect signed reports, and compare decode and prefill performance on compatible workloads.

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QAgent

Assistentes de testes com IA

QAgent is an AI agent testing and quality assurance platform for developers and agile teams. It connects to an agent through a webhook or endpoint, runs automated test cases, and evaluates responses for groundedness, policy adherence, prompt compliance, and related quality dimensions.

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NovaSynth

Assistentes de testes com IA

NovaSynth is a pre-production testing platform for AI agents that uses synthetic users across real SIP phone calls, LiveKit audio, and chat. It helps teams rehearse multi-turn interactions, surface failures, and validate fixes before releasing agents to customers.

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Jev State

Criador de agentes de IA

Jev State is a workspace for defining, testing, and regression-checking conversational decisions powered by Jev. It helps teams inspect why an agent takes a step and export runnable TypeScript and tests for an application.

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ALIA

Hubs de modelos de IA

ALIA est une infrastructure de données IA spécialisée dans les langues, cultures et connaissances africaines. Elle permet aux organisations de collecter, annoter, valider et évaluer des données destinées à l’entraînement et à l’évaluation de modèles.

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fez

Gateways e roteamento de IA

Fez is an experimental decision-model platform that turns workflow context into probabilities for model routing, tool selection, escalation, and support triage. It helps teams train and evaluate specialized models for repeated decisions in AI systems.

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iFixAi

Avaliação de LLMs

iFixAi independently audits AI agents for whether they perform their assigned work while respecting permissions, approvals, organizational boundaries, and evidence requirements. It is designed for teams that need to examine deployed or developing agents beyond conventional benchmarks and evals.

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Giskard

Assistentes de testes com IA

Giskard is an AI security and evaluation platform for testing conversational LLM agents before and after deployment. It combines automated red teaming, quality evaluation, runtime guardrails, and remediation workflows for teams responsible for reliable AI systems.

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DeepEval

Assistentes de testes com IA

DeepEval is an open-source LLM evaluation framework for testing and benchmarking AI applications. It helps developers run pytest-native evaluations, score outputs and agent traces, and iterate on systems across text, image, audio, and voice workflows.

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TensorZero

Gateways e roteamento de IA

TensorZero is an open-source LLMOps platform for building and operating production-grade LLM applications. Its stated scope combines an LLM gateway with observability, evaluation, optimization, and experimentation tools.

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Galileo

Observabilidade de IA

Galileo is an AI observability and evaluation platform for testing, debugging, and governing LLM and agent systems across development and production. It helps teams turn evaluation results into production guardrails and monitor AI behavior at scale.

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Promptfoo

Assistentes de testes com IA

Promptfoo is an AI security and testing platform for evaluating LLM applications, agents, models, and workflows. It helps developers and security teams find vulnerabilities, validate guardrails, map findings to security frameworks, and track remediation through development and deployment.

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TruLens

Infraestrutura para agentes de IA

TruLens is an open-source library for tracing and evaluating AI agents and other LLM applications. It helps development teams inspect agent steps, score quality with configurable metrics, and compare application versions using OpenTelemetry-based instrumentation.