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What is Vulnify?

Vulnify functions as a specialized runtime authorization platform designed for developers and security teams who are building AI agents that engage with various tools or APIs. Before a tool is executed, the agent sends over action metadata, which includes information about the agent, the specific action, the resource involved, the target destination, and the number of records affected, after which it receives a decision labeled as ALLOW, REVIEW, or BLOCK, along with a risk score between 0 and 100, complete with explanations. Users can create and test YAML policies via a command-line interface, and they also have the option to integrate checks through Node.js or Python SDKs, a REST API, or numerous adapters compatible with their agent frameworks. Furthermore, the monitor mode allows for the logging of decisions without disrupting ongoing actions, and should Vulnify become unavailable, a fail-closed mechanism will halt actions unless a fail-open configuration is activated. An audit log that employs hash chaining keeps a detailed record of decisions made, and paid subscription plans can include human review processes to enhance oversight. Common applications for Vulnify involve monitoring data exports, controlling external communications, processing financial transactions, and other agent-initiated activities. It's essential to highlight that Vulnify prioritizes the assessment of action metadata rather than the actual content of the impacted records, ensuring an efficient and focused approach to authorization. By implementing this innovative system, organizations can significantly bolster their security and compliance in AI-driven operations, ultimately fostering a safer digital environment for their applications.

What is Switch AI?

Switch is a collaborative workspace from Flint AI designed to let employees and AI agents work together inside existing team communication environments. The platform brings agents into shared rooms where people can assign work, discuss results, coordinate decisions, and direct additional tasks through familiar messaging interfaces. Switch keeps knowledge and work history within the shared room rather than limiting context to an individual agent, helping information persist as tasks move between humans and multiple specialized agents. Agents can reference information produced by other participants, respond to human instructions, coordinate subsequent work, and hand tasks to other agents while maintaining shared context. This structure supports workflows in which different agents perform functions such as research, engineering analysis, design, orchestration, software development, and other specialized tasks within the same project. Switch connects with Slack, Microsoft Teams, Discord, and Mattermost so organizations can introduce agent collaboration without replacing the communication tools their employees already use. The platform works with Claude Code, Anthropic Claude, OpenAI, LangChain, LangGraph, Amazon Bedrock, Google Vertex AI, ADK, and custom-built agents. Teams can therefore coordinate agents from multiple providers and frameworks through the same shared room rather than being limited to a single AI ecosystem. Switch is extensible by design, allowing organizations to connect additional tools and agent technologies to their human-agent workflows. Its room-based approach provides a persistent location for conversations, documents, decisions, agent outputs, development activity, and other project context that participants can use throughout a workflow.

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Integrations Supported

LangChain
Slack
CrewAI
GitHub
Jira
LangGraph
Model Context Protocol (MCP)
OpenAI Agents SDK
Vercel AI SDK

Integrations Supported

LangChain
Slack
Amazon Bedrock
Anthropic
ChatGPT
Claude
Claude Code
Discord
Mattermost
Microsoft Teams
OpenAI
Telegram

API Availability

Has API

API Availability

Pricing Information

Free plan available
Developer: $0/month for 2 agents, 10,000 evaluated events/month, and 7-day event history; no review queue. Team: $99/month for 10 agents and 250,000 events/month. Business: $499/month for 50 agents and 2,000,000 events/month. Prices are in USD, excluding taxes. No annual plan or overage charge. Enterprise pricing and limits are by contract.
Free Version

Pricing Information

Free
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Not specified

Customer Service / Support

Web-Based Support

Training Options

Not specified

Training Options

Documentation Hub

Company Facts

Organization Name

Vulnify

Company Location

Brazil

Company Website

www.vulnify.io

Company Facts

Organization Name

Flint AI

Company Location

United States

Company Website

www.switchagents.ai/

Categories and Features

AI Agent Security

Not specified

Categories and Features

Agentic AI

Not specified

AI Workspaces

Not specified

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