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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

ScoreJudge is a browser-based platform for real-time competition judging where judges score via secure links and audiences watch live rankings update instantly. ScoreJudge lets event organisers set up a professional judging system in under 10 minutes. Judges receive unique secure links to score entries (no login required), and a live public leaderboard updates in real time as scores come in. It is one of the newest and fastest growing tools on the market.

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

Hackathon and demo day organisers, School and university competition hosts

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

No images available

Pricing

$250 per month
Free Version Supported
Free Trial Not Supported

Pricing

$28/month/user
Free Version Supported
Free Trial 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 Not Supported
In Person Not Supported

Company Information

Prefactor
Australia
prefactor.tech/

Company Information

ScoreJudge
Founded: 2025
Germany
scorejudge.com

Alternatives

PRISM

PRISM

Block Convey

Alternatives

Galileo

Galileo

Cisco
AwardStage

AwardStage

Awardstage
omniCONTESTS

omniCONTESTS

OMNI Solutions Group
Traccia

Traccia

Algen AI

Categories

Agentic AI Supported

Categories

Contest Supported

Integrations

Active Directory Supported
Amazon S3 Supported
Amazon Web Services (AWS) Supported
Auth0 Supported
Claude Supported
Code Llama Supported
GitHub Copilot Supported
Google Workspace Supported
Linear Supported
LlamaIndex Supported
OpenAI Supported
OpenAI Agents SDK Supported
PagerDuty Supported
PydanticAI Supported
Python Supported
Slack Supported
Snowflake Supported
Vercel AI Gateway Supported
Visual Studio Code Supported
n8n Supported

Integrations

Active Directory Not Supported
Amazon S3 Not Supported
Amazon Web Services (AWS) Not Supported
Auth0 Not Supported
Claude Not Supported
Code Llama Not Supported
GitHub Copilot Not Supported
Google Workspace Not Supported
Linear Not Supported
LlamaIndex Not Supported
OpenAI Not Supported
OpenAI Agents SDK Not Supported
PagerDuty Not Supported
PydanticAI Not Supported
Python Not Supported
Slack Not Supported
Snowflake Not Supported
Vercel AI Gateway Not Supported
Visual Studio Code Not Supported
n8n Not Supported
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Claim Prefactor and update features and information
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Claim ScoreJudge and update features and information