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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

StartClaw is a managed cloud platform that enables users to deploy, run, and scale OpenClaw AI agents instantly without needing to handle servers, Docker configurations, or DevOps processes, simplifying what is typically a complex infrastructure setup into a fast, accessible workflow. It allows users to create AI agents in seconds by selecting a model provider, connecting communication channels, and launching the agent directly into a live environment where it operates continuously. These agents function as autonomous “AI employees” capable of browsing the web, performing research, sending messages, automating workflows, and handling data-related tasks without manual intervention. StartClaw provides a fully managed environment where each agent runs on isolated cloud infrastructure with automatic updates, health checks, and recovery systems to ensure consistent uptime and reliability.

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

Founders, developers, and teams requiring a tool to deploy and run autonomous AI agents in the cloud for automation, messaging, and research without managing infrastructure

Support

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

Support

Phone Support Not Supported
24/7 Live Support 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

$300 per month
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

StartClaw
United States
startclaw.com

Alternatives

Alternatives

KiloClaw

KiloClaw

Kilo Code
Traccia

Traccia

Algen AI

Categories

Agentic AI Supported

Categories

AI Agents Supported

Integrations

OpenClaw Supported
Slack Supported
Amazon Bedrock Supported
Claude Supported
Claude Code Supported
ElevenLabs Supported
Gmail Not Supported
Google Calendar Not Supported
Google Cloud BigQuery Supported
Google Cloud Platform Supported
HubSpot CRM Not Supported
LangChain Supported
LiveKit Supported
Llama Supported
Okta Supported
OpenAI Supported
OpenAI Agents SDK Supported
Python Supported
Semantic Kernel Supported
Snowflake Supported

Integrations

OpenClaw Supported
Slack Supported
Amazon Bedrock Not Supported
Claude Not Supported
Claude Code Not Supported
ElevenLabs Not Supported
Gmail Supported
Google Calendar Supported
Google Cloud BigQuery Not Supported
Google Cloud Platform Not Supported
HubSpot CRM Supported
LangChain Not Supported
LiveKit Not Supported
Llama Not Supported
Okta Not Supported
OpenAI Not Supported
OpenAI Agents SDK Not Supported
Python Not Supported
Semantic Kernel Not Supported
Snowflake Not Supported
Claim Prefactor and update features and information
Claim Prefactor and update features and information
Claim StartClaw and update features and information
Claim StartClaw and update features and information