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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 Rather than confining knowledge within a single chatbot or relying on outdated context files, Unabyss empowers tools such as Claude, ChatGPT, Cursor, Codex, Gemini, Perplexity, OpenCode, VS Code, and OpenClaw to draw from a unified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
API Access
Has API
Integrations
Claude
Claude Code
Cursor
Gemini
GitHub
Linear
OpenClaw
Slack
Visual Studio Code
Agent Development Kit (ADK)
Integrations
Claude
Claude Code
Cursor
Gemini
GitHub
Linear
OpenClaw
Slack
Visual Studio Code
Agent Development Kit (ADK)
Pricing Details
$250 per month
Free Trial
Free Version
Pricing Details
$13 per month
Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Vendor Details
Company Name
Prefactor
Country
Australia
Website
prefactor.tech/
Vendor Details
Company Name
Unabyss
Founded
2026
Country
Poland
Website
unabyss.com