
Vivgrid is a managed platform for building and operating AI agents in production. Its core idea is Managed Skills: serverless LLM function calling that runs your agent tools in the cloud, decoupled from the client so prompts, models, and tools can be updated server-side without shipping a new app release. Around that, Vivgrid bundles observability, debugging, evaluation, safety guardrails, orchestration, and globally distributed inference.
| 面向/指標 | ![]() | ![]() |
|---|---|---|
| 官方網域 | futureagi.com | vivgrid.com |
| 定價模式 | Freemium, Usage-based | 免費增值 |
| 每月造訪次數 | 12.17萬 (121,741) | 3743 (3,743) |
| 月流量變化量 | -1.03萬 (-7.8%) | +1556 (+71.1%) |
| 主要市場與市佔 | 🇮🇳 印度 (48%) | 🇺🇸 美國 (45.9%) |
| 每月直接造訪 | 7.15萬 | 1479 |
| 使用者評分 | 4.4 | 4.2 |
| 支援平台 | 網站 | 網站 |

打造、模擬、評估並監控能自我改進的 AI 代理
生成人物、場景與合成資料集,在上線前以大量對話分支壓測文字與語音代理。
結合永久免費的啟發式指標、程式碼評估器與 LLM 評審評分,並可用代理評估器定位 RAG 與工具呼叫中的錯誤。
在 15 家以上 LLM 供應商之間做負載平衡、容錯與快取路由,並內建 15 項規則護欄與 ML 內容審核。
端到端追蹤、工作階段、代理圖譜、自訂儀表板與告警監控,即時呈現生產環境表現。

Vivgrid is a managed platform for building and operating AI agents in production. Its core idea is Managed Skills: serverless LLM function calling that runs your agent tools in the cloud, decoupled from the client so prompts, models, and tools can be updated server-side without shipping a new app release. Around that, Vivgrid bundles observability, debugging, evaluation, safety guardrails, orchestration, and globally distributed inference.
Serverless LLM function calling hosted in the cloud, so agent tools are decoupled from client releases and update instantly for every agent.
Full visibility into every prompt, tool call, and decision so you can locate the exact step where an agent interaction went wrong.
Catch regressions before they reach customers and keep agents on-brand and on-policy with built-in safety rules.
Framework-agnostic access to GPT, Claude, Gemini, and DeepSeek families served from globally distributed providers for low latency.

軟體與真人專家協同運作的企業級 AI 基礎設施
高可信前沿推論,端到端加密

免費 / 開源Mastra is an open-source TypeScript framework for building, deploying, and observing AI agents and workflows. It gives JavaScript developers typed agents, durable workflows, memory, MCP tool support, and built-in observability so prototypes can scale into production.
免費 / 開源Mastra is an open-source TypeScript framework for building, deploying, and observing AI agents and workflows. It gives JavaScript developers typed agents, durable workflows, memory, MCP tool support, and built-in observability so prototypes can scale into production.

在互聯環境中追蹤、評估並交付 AI 模型與代理。

免費 / 開源面向生產級 AI 的代理可觀測性、評估與持續改進平台

免費 / 開源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.
免費 / 開源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.
在整個組織內統一 LLM 評估、可觀測性與紅隊測試標準