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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

Slite is the self-maintaining knowledge base: a single, verified source of truth for your team and for the AI agents that work with it (Claude, ChatGPT, Cursor). Slite Agent offers enterprise search from 20+ connected sources such as Slack, GitHub, Linear, Jira, Google Drive, Notion and HubSpot. It spots when docs drift out of date, drafts the fix, and sends every change to a human for review before it goes live. Ask gives cited, permission-aware answers from your docs and connected tools. MCP and a public API are included on every plan, so any AI tool can use Slite as company context. SOC 2 Type II and GDPR compliant, with SAML SSO, SCIM and audit logs on Enterprise. Built for teams of 50 to 1,000 people. Start with a 14-day free trial.

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 Supported
Mac Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Supported
iPad Supported
Android 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

Teams of 50 to 1,000 employees that need docs their people and AI agents can trust

Support

Phone Support Not Supported
24/7 Live Support Supported
Online Supported

Support

Phone Support 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

$10/month/user
Basic: $10/user/month. Pro (includes Slite Agent): $20/user/month. Both billed annually. Enterprise: custom pricing. 14-day free trial, no credit card required.
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:

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Reviews/Ratings

Overall 4.0 / 5
ease 4.0 / 5
features 3.5 / 5
design 4.0 / 5
support 4.5 / 5

Pros & Cons from Real Users

Pros

  • You can have all of your documents in one area which makes it nice if a teammate is asking where to find something you can always refer back to one platform.
  • - UI and UX --> nice fonts and organization, easy to navigate even for people with a traditional mindset - Customer Support & Responsiveness --> easy to talk with the team no matter what role they are covering. That's an invaluable asset in a time where most of the people covering management roles think they are too important to be bothered.

Cons

  • To me, it is like Google Drive, but harder to navigate and use.
  • - iOS Mobile App not at the level of the web browser on desktop --> it makes sense to privilege desktop cause that's where you wanna do the most on your knowledge base, nonetheless it'd be a great plus to have a proper app with all functionalities.

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Training

Documentation Supported
Webinars Supported
Live Online Not Supported
In Person Not Supported

Company Information

Prefactor
Australia
prefactor.tech/

Company Information

Slite
Founded: 2016
France
slite.com

Alternatives

Alternatives

Traccia

Traccia

Algen AI
Notion

Notion

Notion Labs

Categories

Agentic AI Supported

Categories

Collaboration Supported
Corporate Wiki Supported
Remote Work Supported

Collaboration Features

Brainstorming Supported
Calendar Management Not Supported
Chat / Messaging Not Supported
Contact Management Not Supported
Content Management Supported
Document Management Supported
Project Management Not Supported
Real Time Editing Supported
Task Management Not Supported
Version Control Supported
Video Conferencing Not Supported

Document Collaboration Features

Access Control / Permissions Supported
Autosave Supported
Chat / Messaging Not Supported
Cloud Storage Not Supported
Comments / Annotations Supported
Edit / Change Tracking Supported
Electronic Signature Not Supported
Multiple File Formats Not Supported
Pre-made Templates Supported
Search Supported
User Tagging Not Supported
Version Control Supported
Workflow / Approval Process Supported

Integrations

Claude Supported
Claude Code Supported
Cursor Supported
GitHub Supported
Google Cloud BigQuery Supported
Google Workspace Supported
Jira Supported
Linear Supported
Slack Supported
Active Directory Supported
Attio Not Supported
Auth0 Supported
ElevenLabs Supported
GitHub Copilot Supported
Grafana Cloud Supported
Haystack Supported
Microsoft OneDrive Not Supported
Render Supported
Salesforce Not Supported
Semantic Kernel Supported

Integrations

Claude Supported
Claude Code Supported
Cursor Supported
GitHub Supported
Google Cloud BigQuery Supported
Google Workspace Supported
Jira Supported
Linear Supported
Slack Supported
Active Directory Not Supported
Attio Supported
Auth0 Not Supported
ElevenLabs Not Supported
GitHub Copilot Not Supported
Grafana Cloud Not Supported
Haystack Not Supported
Microsoft OneDrive Supported
Render Not Supported
Salesforce Supported
Semantic Kernel Not Supported
Claim Prefactor and update features and information
Claim Prefactor and update features and information
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Claim Slite and update features and information