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Average Ratings 0 Ratings

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ease
features
design
support

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Write a Review

Description

Prefactor is a cutting-edge platform designed for real-time assessment, monitoring, and reliability of production AI agents. It evaluates each execution instantly based on metrics such as quality, drift, cost, and data risk, seamlessly integrating these assessments into actionable responses to ensure that any failing agent is detected in real time rather than merely reflected on a post-execution dashboard. Teams are equipped to monitor every model invocation, tool usage, and decision-making process through structured traces and spans, allowing them to conduct evaluations using LLM-as-judge, technical assessments, qualitative analyses, and custom metrics at every phase of the process. Additionally, context can be incorporated from various sources, including GitHub, Linear, Jira, databases, and internal APIs, serving as ground truth for evaluations. When a run exceeds predefined limits, Prefactor is capable of blocking or throttling it, pausing sensitive actions, or routing the decision to a person for approval, modification, or rejection prior to execution, with meticulous logging of each choice made. The command-line interface allows for the discovery of agents without the need for platform migration, while the TypeScript and Python SDKs ensure seamless integration with LangChain, Claude, Vercel AI, OpenClaw, and LiveKit, enhancing the overall functionality and adaptability of the platform. This comprehensive approach not only optimizes agent performance but also fosters collaboration among teams by providing clear visibility and control over the AI processes.

Description

Unabyss serves as a comprehensive context layer for AI applications, seamlessly integrating and maintaining live, structured context across all AI interactions a user engages with. It aggregates data from various daily work platforms, including Slack, Gmail, Notion, Google Calendar, GitHub, Linear, Google Drive, and meeting applications, while automatically extracting, organizing, tagging, and updating that context in real time. Rather than confining knowledge within a single chatbot or relying on outdated context files, Unabyss empowers tools such as Claude, ChatGPT, Cursor, Codex, Gemini, Perplexity, OpenCode, VS Code, and OpenClaw to draw from a unified knowledge base. Each AI can access only the pertinent context based on criteria like topic, source, sensitivity, project, and account, ensuring that users are not burdened with the need to repeatedly communicate their roles, preferences, decisions, clients, repositories, or current priorities. This innovative approach enhances productivity and collaboration, allowing users to focus on their tasks without the hassle of redundant explanations.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Claude Yes 
Claude Code Yes 
Cursor Yes 
Gemini Yes 
GitHub Yes 
Linear Yes 
OpenClaw Yes 
Slack Yes 
Visual Studio Code Yes 
Amazon Web Services (AWS) Yes 
Code Llama Yes 
Datadog Yes 
Haystack Yes 
LlamaIndex Yes 
OpenAI Yes 
OpenAI Codex No 
Perplexity No 
PydanticAI Yes 
Semantic Kernel Yes 
Vercel AI SDK Yes 

Integrations

Claude Yes 
Claude Code Yes 
Cursor Yes 
Gemini Yes 
GitHub Yes 
Linear Yes 
OpenClaw Yes 
Slack Yes 
Visual Studio Code Yes 
Amazon Web Services (AWS) No 
Code Llama No 
Datadog No 
Haystack No 
LlamaIndex No 
OpenAI No 
OpenAI Codex Yes 
Perplexity Yes 
PydanticAI No 
Semantic Kernel No 
Vercel AI SDK No 

Pricing Details

$250 per month
Free Trial No 
Free Version Yes 

Pricing Details

$13 per month
Free Trial Yes 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) Yes 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Vendor Details

Company Name

Prefactor

Country

Australia

Website

prefactor.tech/

Vendor Details

Company Name

Unabyss

Founded

2026

Country

Poland

Website

unabyss.com

Product Features

Product Features

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