Switch

Switch

Flint AI
+
+

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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

Switch is a shared workspace where human teams and AI agents get real work done together in the same room. Instead of keeping knowledge inside a single agent or person, it keeps people, agents, decisions, documents, references, instructions, conversations, and work history together so context survives handoffs and work can continue without repeating what already happened. Switch rooms connect to the messaging apps teams already use, including Slack, Microsoft Teams, Discord, Mattermost, and Telegram, so participants can work with agents without installing anything extra. Agents can be invited into rooms, addressed directly, and reused across teams without being rebuilt for every new workspace. The platform works with existing agent frameworks and providers such as Claude Code, LangChain, Google ADK, OpenAI, Amazon Bedrock, and custom agents, coordinating them through the same shared environment without requiring migration or lock-in.

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

Engineering and business teams needing to coordinate people and AI agents in shared messaging rooms with persistent context and seamless work handoffs

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

Free
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:

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
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Prefactor
Australia
prefactor.tech/

Company Information

Flint AI
United States
www.flintai.dev/products/switch

Alternatives

Alternatives

Traccia

Traccia

Algen AI
Buzz

Buzz

Block

Categories

Categories

Integrations

Amazon Bedrock
Claude
Claude Code
LangChain
OpenAI
Slack
Active Directory
Amazon Web Services (AWS)
Code Llama
Cohere
Haystack
Jira
LiveKit
Mastra AI
Mistral AI
OpenAI Agents SDK
OpenClaw
Snowflake
TypeScript
Vercel AI Gateway

Integrations

Amazon Bedrock
Claude
Claude Code
LangChain
OpenAI
Slack
Active Directory
Amazon Web Services (AWS)
Code Llama
Cohere
Haystack
Jira
LiveKit
Mastra AI
Mistral AI
OpenAI Agents SDK
OpenClaw
Snowflake
TypeScript
Vercel AI Gateway
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