+
+

Related Products

  • Gemini Enterprise Agent Platform
    999 Ratings
    Visit Website
  • Apify
    1,714 Ratings
    Visit Website
  • NetBrain
    285 Ratings
    Visit Website
  • cside
    37 Ratings
    Visit Website
  • Reflectiz
    33 Ratings
    Visit Website
  • Pensero
    3 Ratings
    Visit Website
  • Denodo
    387 Ratings
    Visit Website
  • Jobma
    278 Ratings
    Visit Website
  • Gearset
    305 Ratings
    Visit Website
  • StackAI
    54 Ratings
    Visit Website

About

Prefactor is a real-time evaluation, observability, and reliability platform for production AI agents. It scores every run the moment it happens for quality, drift, cost, and data risk, then wires those evaluations into action so a failing agent is caught live instead of only appearing on a dashboard afterward. Teams can observe every model call, tool invocation, and decision as structured traces and spans, run LLM-as-judge, technical, qualitative, and custom evaluations on each step, and attach context from GitHub, Linear, Jira, databases, internal APIs, or other sources as ground truth. When a run crosses a defined threshold, Prefactor can block or throttle it, pause a sensitive action, or route it to a person for approval, modification, or rejection before execution, with every decision logged. The CLI discovers agents without a platform migration, while TypeScript and Python SDKs provide native support for LangChain, Claude, Vercel AI, OpenClaw, and LiveKit.

About

Vivgrid is a development platform for AI agents that emphasizes observability, debugging, safety, and global deployment infrastructure. It gives you full visibility into agent behavior, logging prompts, memory fetches, tool usage, and reasoning chains, letting developers trace where things break or deviate. You can test, evaluate, and enforce safety policies (like refusal rules or filters), and incorporate human-in-the-loop checks before going live. Vivgrid supports the orchestration of multi-agent systems with stateful memory, routing tasks dynamically across agent workflows. On the deployment side, it operates a globally distributed inference network to ensure low-latency (sub-50 ms) execution and exposes metrics like latency, cost, and usage in real time. It aims to simplify shipping resilient AI systems by combining debugging, evaluation, safety, and deployment into one stack, so you're not stitching together observability, infrastructure, and orchestration.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

AI engineering and platform teams that need to evaluate, monitor, and improve production AI agents for quality, drift, risk, and cost in real time

Audience

AI developers and teams building agentic applications in need of a tool for debugging, evaluating, securing, and deploying agents at scale with observability and global infrastructure

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

$250 per month
Free Version
Free Trial

Pricing

$25 per month
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Prefactor
Australia
prefactor.tech/

Company Information

Vivgrid
United States
www.vivgrid.com

Alternatives

Alternatives

Traccia

Traccia

Algen AI

Categories

Categories

Integrations

Claude
Cursor
GitHub Copilot
Active Directory
Auth0
Claude Code
DeepSeek R1
ElevenLabs
GPT-4.1
Gemini 3 Pro
Gemini 3.1 Flash-Lite
Gemini 3.5 Pro
Jira
LiveKit
Llama
New Relic
OpenAI Agents SDK
Render
Semantic Kernel
Snowflake

Integrations

Claude
Cursor
GitHub Copilot
Active Directory
Auth0
Claude Code
DeepSeek R1
ElevenLabs
GPT-4.1
Gemini 3 Pro
Gemini 3.1 Flash-Lite
Gemini 3.5 Pro
Jira
LiveKit
Llama
New Relic
OpenAI Agents SDK
Render
Semantic Kernel
Snowflake
Claim Prefactor and update features and information
Claim Prefactor and update features and information
Claim Vivgrid and update features and information
Claim Vivgrid and update features and information