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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 It spots when docs drift out of date, drafts the fix, and sends every change to a human for review before it goes live.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
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

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
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

$250 per month
Free Version
Free Trial

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
Free Trial

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
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Prefactor
Australia
prefactor.tech/

Company Information

Slite
Founded: 2016
France
slite.com

Alternatives

Alternatives

Galileo

Galileo

Cisco
Traccia

Traccia

Algen AI
Notion

Notion

Notion Labs
Tryyb

Tryyb

Mocaworks

Categories

Categories

Collaboration Features

Brainstorming
Calendar Management
Chat / Messaging
Contact Management
Content Management
Document Management
Project Management
Real Time Editing
Task Management
Version Control
Video Conferencing

Document Collaboration Features

Access Control / Permissions
Autosave
Chat / Messaging
Cloud Storage
Comments / Annotations
Edit / Change Tracking
Electronic Signature
Multiple File Formats
Pre-made Templates
Search
User Tagging
Version Control
Workflow / Approval Process

Integrations

Claude
Claude Code
Cursor
GitHub
Google Cloud BigQuery
Google Workspace
Jira
Linear
Slack
Agent Development Kit (ADK)
CrewAI
Datadog
Microsoft Azure
Mistral AI
PostgreSQL
PydanticAI
Python
Salesforce
Vercel
Zoom

Integrations

Claude
Claude Code
Cursor
GitHub
Google Cloud BigQuery
Google Workspace
Jira
Linear
Slack
Agent Development Kit (ADK)
CrewAI
Datadog
Microsoft Azure
Mistral AI
PostgreSQL
PydanticAI
Python
Salesforce
Vercel
Zoom
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