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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

Unlike most monitors that simply notify you of a job's ping, RunVouch goes a step further by confirming whether the task was actually completed. It meticulously tracks vital information such as the start and end times, costs, token usage, tool calls, and ensures that the necessary evidence of a run's completion is present, alerting users if anything is amiss. This system can identify various issues, including a run that never started, stalled executions, non-zero exits, infinite retry loops, runs exceeding their cost limits, and even those elusive tasks that appear to have succeeded while their outputs were never generated. Each completed run is hashed into a leaf, with daily leaves combined into a Merkle root that connects to the previous day and is timestamped on the Bitcoin blockchain using OpenTimestamps, ensuring that reports are immutable and cannot be altered by anyone, including the developers themselves. This allows anyone to verify a sealed run through their browser without needing an account, and they can even modify a field to see the hashes become invalid. The client is a standalone Python file that operates without any dependencies, wrapping any command and designed to fail open, thereby ensuring that job monitoring remains intact. It supports various platforms such as Claude Code, OpenClaw, n8n, GitHub Actions, cron, systemd, Slack, and MCP. With a generous offer of free usage for up to 20 agents, it is available under the MIT license and can be self-hosted, making it a flexible solution for diverse monitoring needs. Additionally, its ability to integrate seamlessly with existing tools enhances its practicality for users looking for reliable job execution verification.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

No images available

Integrations

Active Directory Yes 
Amazon S3 Yes 
Amazon Web Services (AWS) Yes 
Auth0 Yes 
Claude Code Yes 
Cohere Yes 
Datadog Yes 
ElevenLabs Yes 
Gemini Yes 
GitHub Yes 
Google Cloud Platform Yes 
LiveKit Yes 
Mastra AI Yes 
New Relic Yes 
OpenAI Agents SDK Yes 
OpenClaw Yes 
PagerDuty Yes 
PostgreSQL Yes 
Vercel AI SDK Yes 
Visual Studio Code Yes 

Integrations

Active Directory No 
Amazon S3 No 
Amazon Web Services (AWS) No 
Auth0 No 
Claude Code No 
Cohere No 
Datadog No 
ElevenLabs No 
Gemini No 
GitHub No 
Google Cloud Platform No 
LiveKit No 
Mastra AI No 
New Relic No 
OpenAI Agents SDK No 
OpenClaw No 
PagerDuty No 
PostgreSQL No 
Vercel AI SDK No 
Visual Studio Code No 

Pricing Details

$250 per month
Free Trial No 
Free Version Yes 

Pricing Details

$9/month
Free Trial No 
Free Version Yes 

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 Yes 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux Yes 
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) No 
In Person No 

Vendor Details

Company Name

Prefactor

Country

Australia

Website

prefactor.tech/

Vendor Details

Company Name

RunVouch

Founded

2026

Country

Netherlands

Website

runvouch.com

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Product Features

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