根据功能和用途，为你挑选 12 款 LangTest 的替代工具。
| 排名 | 工具和标语 | 官方域名 | 月访问量 | 月度增长 (MoM) | 定价模式 |
|---|
| 主要市场 |
|---|
| 评分 |
|---|
| 比较 |
|---|
| ● | LangTest | synergetics.ai | 4478 | 70 (+1.6%) | 付费，定价请咨询 | 美国 | 4.3 | 概览 |
| 1 | Hamming AI | hamming.ai | 1.78万 | -8274 (-31.7%) | 定价请咨询 | 美国 | 4.3 | 比较 |
| 2 | Confident AI | confident-ai.com | 8.34万 | -2834 (-3.3%) | 免费增值，付费，定价请咨询 | 美国 | 4.5 | 比较 |
| 3 | Mindgard | mindgard.ai | 15.35万 | 1959 (+1.3%) | 定价请咨询 | 美国 | 4.3 | 比较 |
| 4 | BotGauge | botgauge.com | 7605 | -9938 (-56.6%) | 免费试用，定价请咨询 | 印度 | 4.2 | 比较 |
| 5 | Maxim AI | getmaxim.ai | 12.14万 | 1.11万 (+10%) | Contact for Pricing, Free Open Source | 印度 | 4.3 | 比较 |
| 6 | AgentX | agentx.so | 3.58万 | -4800 (-11.8%) | 免费增值 | 美国 | 4.3 | 比较 |
| 7 | Future AGI | futureagi.com | 12.17万 | -1.03万 (-7.8%) | Freemium, Usage-based | 印度 | 4.4 | 比较 |
| 8 | Equixly | equixly.com | 1.32万 | -6917 (-34.3%) | 定价请咨询 | 美国 | 4.1 | 比较 |
| 9 | Allganize | allganize.ai | 3.89万 | 1.29万 (+49.7%) | 定价请咨询 | 日本 | 4.3 | 比较 |
| 10 | Fabraix | fabraix.com | 3051 | 407 (+15.4%) | 免费增值，定价请咨询 | 加拿大 | 4.4 | 比较 |
| 11 | Cekura | cekura.ai | 7.32万 | -1.71万 (-18.9%) | 定价请咨询 | 美国 | 4.2 | 比较 |
| 12 | Langtail | langtail.com | 4213 | 382 (+10%) | 免费增值，付费 | 美国 | 4.4 | 比较 |
免费 / 开源语音与聊天智能体的安全层：测试、红队演练与全程监控
免费 / 开源在整个组织内统一 LLM 评估、可观测性与红队测试标准
Mindgard is an AI security platform that performs attacker-style reconnaissance, automated red teaming, and continuous testing of AI models, agents, and applications to find and fix exploitable vulnerabilities.
免费 / 开源Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
免费 / 开源Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
免费 / 开源构建、模拟、评估并监控可自我改进的 AI 智能体
Equixly is an autonomous penetration testing and AI red teaming platform. Powered by its own AI model, it continuously tests web applications, APIs, GenAI apps, and MCP servers, validating exploits and chaining findings into real attack paths.
企业级 AI 协作伙伴与零幻觉文档落地的无代码智能体平台
免费 / 开源Fabraix is an adversarial-verification platform built around Nyx, an autonomous red-teaming harness that probes your AI agents across security, logic and alignment. It is pure blackbox — no integration or internal access required — and runs 10,000+ adaptive, multi-turn attack strategies in massively parallel simulations to surface the failure modes static benchmarks miss.
免费 / 开源Fabraix is an adversarial-verification platform built around Nyx, an autonomous red-teaming harness that probes your AI agents across security, logic and alignment. It is pure blackbox — no integration or internal access required — and runs 10,000+ adaptive, multi-turn attack strategies in massively parallel simulations to surface the failure modes static benchmarks miss.
免费 / 开源Langtail is a prompt management platform for product teams that lets engineers, PMs, and domain experts build, test, version, and deploy LLM prompts through a spreadsheet-like interface, with observability logs, evaluation runs, and an AI firewall for blocking prompt injection and unsafe outputs. It works across OpenAI, Anthropic, Gemini, Mistral, and other major providers.
免费 / 开源Langtail is a prompt management platform for product teams that lets engineers, PMs, and domain experts build, test, version, and deploy LLM prompts through a spreadsheet-like interface, with observability logs, evaluation runs, and an AI firewall for blocking prompt injection and unsafe outputs. It works across OpenAI, Anthropic, Gemini, Mistral, and other major providers.
