+
+

Related Products

  • Gemini Enterprise Agent Platform
    999 Ratings
    Visit Website
  • Apify
    1,714 Ratings
    Visit Website
  • cside
    37 Ratings
    Visit Website
  • Reflectiz
    33 Ratings
    Visit Website
  • kama.ai
    9 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

Nekuda makes websites actionable for AI agents by adding WebMCP tools that let agents interact with site functions while giving website owners visibility and control over what happens. Teams can build full WebMCP tools with a coding agent or scan a public website and add a single line of code to get initial tools live quickly. Once implemented, it lets businesses create and manage the actions agents can call, such as searching products, retrieving policies, creating checkouts, tracking orders, or updating application data. Nekuda also monitors agent activity, including individual tool calls and complete agent sessions, so teams can understand how agents use their website. Built-in evaluation and testing capabilities measure task success and replay scenarios before and after deployment, helping teams verify that workflows such as search, checkout, policy retrieval, and fallback behavior work as intended.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

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

Website owners, developers, and product teams seeking to make websites and web applications directly actionable for AI agents through controlled, observable WebMCP tools

Support

Phone Support Not Supported
24/7 Live Support Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

$250 per month
Free Version Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

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 Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Company Information

Prefactor
Australia
prefactor.tech/

Company Information

nekuda
United States
nekuda.ai/

Alternatives

Alternatives

AgentShelf

AgentShelf

AgentShelf, Inc.
Traccia

Traccia

Algen AI
Flowpoint

Flowpoint

Flowpoint.ai

Categories

Agentic AI Supported

Categories

Agentic AI Supported

Integrations

Amazon Bedrock Supported
Amazon Web Services (AWS) Supported
Auth0 Supported
Claude Supported
Code Llama Supported
Cohere Supported
Datadog Supported
GitHub Supported
Google Cloud Platform Supported
Google Workspace Supported
Jira Supported
LangChain Supported
Llama Supported
Model Context Protocol (MCP) Not Supported
Okta Supported
PagerDuty Supported
PydanticAI Supported
Slack Supported
Vercel Supported
Vercel AI SDK Supported

Integrations

Amazon Bedrock Not Supported
Amazon Web Services (AWS) Not Supported
Auth0 Not Supported
Claude Not Supported
Code Llama Not Supported
Cohere Not Supported
Datadog Not Supported
GitHub Not Supported
Google Cloud Platform Not Supported
Google Workspace Not Supported
Jira Not Supported
LangChain Not Supported
Llama Not Supported
Model Context Protocol (MCP) Supported
Okta Not Supported
PagerDuty Not Supported
PydanticAI Not Supported
Slack Not Supported
Vercel Not Supported
Vercel AI SDK Not Supported
Claim Prefactor and update features and information
Claim Prefactor and update features and information
Claim nekuda and update features and information
Claim nekuda and update features and information