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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

Unabyss is a universal context layer for AI tools that connects once and carries the same live, structured context into every AI a user works with. It pulls information from daily work sources such as Slack, Gmail, Notion, Google Calendar, GitHub, Linear, Google Drive, meeting tools, and more, then extracts, organizes, tags, and keeps that context current automatically. Instead of leaving knowledge trapped inside one chatbot or frozen in a manually maintained context file, Unabyss lets Claude, ChatGPT, Cursor, Codex, Gemini, Perplexity, OpenCode, VS Code, OpenClaw, and other MCP-compatible tools work from the same picture. Each AI can retrieve only the relevant slice of context, structured by topic, source, sensitivity, project, account, and other attributes, so users do not have to repeatedly explain their role, preferences, decisions, clients, repositories, or current priorities.

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

AI users and teams that need to consolidate context from workplace tools into persistent, portable memory shared across different AI assistants

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

$13 per month
Free Version Not 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 Supported
In Person Not Supported

Company Information

Prefactor
Australia
prefactor.tech/

Company Information

Unabyss
Founded: 2026
Poland
unabyss.com

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PRISM

PRISM

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Alternatives

TrustClaw

TrustClaw

Composio
Traccia

Traccia

Algen AI
claude-mem

claude-mem

cmem.ai
EverOS

EverOS

EverMind

Categories

Agentic AI Supported

Categories

AI Tools Supported

Integrations

Claude Supported
Claude Code Supported
Cursor Supported
Gemini Supported
GitHub Supported
Linear Supported
OpenClaw Supported
Slack Supported
Visual Studio Code Supported
CrewAI Supported
ElevenLabs Supported
Gmail Not Supported
Google Drive Not Supported
Google Workspace Supported
Llama Supported
New Relic Supported
OpenCode Not Supported
Python Supported
Snowflake Supported
X (Twitter) Not Supported

Integrations

Claude Supported
Claude Code Supported
Cursor Supported
Gemini Supported
GitHub Supported
Linear Supported
OpenClaw Supported
Slack Supported
Visual Studio Code Supported
CrewAI Not Supported
ElevenLabs Not Supported
Gmail Supported
Google Drive Supported
Google Workspace Not Supported
Llama Not Supported
New Relic Not Supported
OpenCode Supported
Python Not Supported
Snowflake Not Supported
X (Twitter) Supported
Claim Prefactor and update features and information
Claim Prefactor and update features and information
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Claim Unabyss and update features and information