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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

Alternatives

Traccia

Traccia

Algen AI
AwardStage

AwardStage

Awardstage
omniCONTESTS

omniCONTESTS

OMNI Solutions Group

Categories

Agentic AI Supported

Categories

Contest Supported

Integrations

Amazon S3 Supported
ElevenLabs Supported
Gemini Supported
Google Cloud BigQuery Supported
Google Cloud Platform Supported
LangChain Supported
LiveKit Supported
Llama Supported
Microsoft Azure Supported
Mistral AI Supported
MongoDB Supported
OpenAI Supported
OpenAI Agents SDK Supported
OpenClaw Supported
PostgreSQL Supported
Python Supported
Render Supported
Snowflake Supported
Vercel Supported
n8n Supported

Integrations

Amazon S3 Not Supported
ElevenLabs Not Supported
Gemini Not Supported
Google Cloud BigQuery Not Supported
Google Cloud Platform Not Supported
LangChain Not Supported
LiveKit Not Supported
Llama Not Supported
Microsoft Azure Not Supported
Mistral AI Not Supported
MongoDB Not Supported
OpenAI Not Supported
OpenAI Agents SDK Not Supported
OpenClaw Not Supported
PostgreSQL Not Supported
Python Not Supported
Render Not Supported
Snowflake Not Supported
Vercel Not Supported
n8n Not Supported
Claim Prefactor and update features and information
Claim Prefactor and update features and information
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Claim ScoreJudge and update features and information