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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

Scalekit is the MCP gateway for AI agents. It is for developers and platform teams who need an agent to call tools as the user, not through a shared service account. One endpoint reaches 600+ connectors and 35,000+ tools, including Salesforce, Gmail, Slack, Notion, HubSpot, Jira, and GitHub. Scalekit finds that user's credentials, checks permission, runs the call, and returns a clean response. Tokens stay in an AES-256 vault. It works with Anthropic, OpenAI, LangChain, Google ADK, Vercel AI, and Mastra. Run it in the Scalekit cloud (US, with EU residency available), in your VPC, or self-hosted. SOC 2 Type II and ISO 27001. A HIPAA BAA is available on Enterprise. The Free plan includes 10,000 tool calls and 10,000 trigger events a month. Growth is $99 a month for 100,000 tool calls. Enterprise pricing is custom.

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 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 developers, SaaS companies, and platform teams at startups and enterprises, building customer-facing or internal agents that call business tools as the end user.

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 Supported

Screenshots and Videos

Screenshots and Videos

Pricing

$250 per month
Free Version Supported
Free Trial Not Supported

Pricing

$99/month
Free is $0 a month: 10,000 tool calls, 10,000 trigger events, unlimited connected accounts, and 500+ connectors. Growth is $99 a month: 100,000 tool calls, then $0.50 per 1,000 calls, and 50,000 trigger events, then $3 per 1,000 events. EU data residency is a $99 a month add-on on Growth. Enterprise is custom. It can include a HIPAA BAA, a 99.99% uptime SLA, and VPC or on-prem.
Free Version Supported
Free Trial Not 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

Scalekit
Founded: 2023
United States
www.scalekit.com

Alternatives

PRISM

PRISM

Block Convey

Alternatives

Traccia

Traccia

Algen AI
OpenUI

OpenUI

Thesys

Categories

Agentic AI Supported

Categories

Agentic AI Supported
Authentication Supported
Integration Supported

Authentication Features

Biometric Not Supported
Credential Management Supported
Knowledge-Based Authentication Not Supported
Mobile Authentication Not Supported
Multifactor Authentication Supported
Out-of-Band Authentication Not Supported
Policy Management Supported
Self Service Portal Supported
Single Sign On Supported
Social Sign On Supported

Integration Features

Dashboard Supported
ETL - Extract / Transform / Load Not Supported
Metadata Management Not Supported
Multiple Data Sources Supported
Web Services Supported

Integrations

Claude Code Supported
Cursor Supported
GitHub Supported
Jira Supported
Linear Supported
Slack Supported
AutoGen Supported
Claude Supported
Claude Duet Supported
Cohere Supported
Gemini Supported
Google Cloud Platform Supported
Haystack Supported
Mastra AI Supported
Microsoft Outlook Not Supported
OpenAI Codex Not Supported
PydanticAI Supported
Salesforce Not Supported
Semantic Kernel Supported
Vercel Supported

Integrations

Claude Code Supported
Cursor Supported
GitHub Supported
Jira Supported
Linear Supported
Slack Supported
AutoGen Not Supported
Claude Not Supported
Claude Duet Not Supported
Cohere Not Supported
Gemini Not Supported
Google Cloud Platform Not Supported
Haystack Not Supported
Mastra AI Not Supported
Microsoft Outlook Supported
OpenAI Codex Supported
PydanticAI Not Supported
Salesforce Supported
Semantic Kernel Not Supported
Vercel Not Supported
Claim Prefactor and update features and information
Claim Prefactor and update features and information
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Claim Scalekit and update features and information