Alternatives to Google Cloud Agent Evaluation

Future AGI AI Evaluation SDK

It suits startup and enterprise teams building or operating AI agents who need evaluation, simulation, and monitoring tools.

Braintrust

Braintrust is aimed at teams operating AI agents in production, from early-stage teams to enterprises.

LangSmith

LangSmith suits teams engineering AI agents that need evaluation, tracing, prompt work, deployment, and production monitoring.

LangWatch

LangWatch suits AI teams shipping agents, including developers, product owners, QA, and domain experts working with evaluation workflows.

Opik

Opik suits teams developing applications or agents that make calls to an LLM and want tracing and evaluation across the development cycle.

Arklex

Arklex suits AI engineers, QA teams, and product teams building or operating AI agents.

Giskard

Giskard suits teams evaluating conversational AI agents for security and quality issues before production.

W&B Weave

Weave suits teams monitoring and evaluating production AI agents, particularly those using supported frameworks and models.

AgentClash

AgentClash suits teams evaluating multi-step agents for coding, research, SRE, operations, support, or codebase question answering.

Promptfoo

It suits developers and enterprises evaluating prompts or testing AI applications for risks.

Maxim AI

It suits cross-functional AI teams that need to evaluate agents and monitor them in production.

Noveum

Noveum suits teams operating production chatbots, voice agents, or multi-agent workflows that need tracing, evaluation, and fix validation.

Galileo

Galileo is designed for engineers, product managers and subject matter experts building AI applications.

HoneyHive

HoneyHive is aimed at AI platform teams, AI engineers, domain experts, and risk or governance teams.

It suits teams building production LLM applications that need evaluations, production observability, prompt testing, or human review.

It suits developers who want to validate agent behavior, measure changes, and evaluate agents during development cycles.

It is designed for teams building and operating LLM applications and AI agents that need evaluation and monitoring across the application lifecycle.

Inspect AI

Inspect AI suits developers and teams building or comparing language-model evaluations, agents, and safety checks.

Tangle suits teams operating coding or other AI agents that need isolated Linux environments, detailed run traces, and human approval before changes.