A2A Net — Build an AI agent for your product that works in your website, app, Slack, Teams, Copilot, and Gemini Enterprise

3 min read Original article ↗

For B2B SaaS product and engineering teams

Create an AI agent for your product from your existing API or MCP server, automatically optimize it with real conversations, and publish it to your website, app, Slack, Teams, Copilot, and Gemini Enterprise

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  • Your Website
  • Your App
  • Slack
  • Teams
  • Copilot
  • Gemini Enterprise
Why now?

Buyers now demand, switch for, and pay for AI

The problem

It's hard to build and maintain production-ready agents

Coding agents help but still require constant input from an AI Engineer. Prompt changes fix one thing and break another, and building good evals is genuinely difficult.

New models are released every month, requiring prompts to be rewritten and making scaffolding redundant. Staying up-to-date with the latest developments like optimizers, code mode, and harnesses is a full-time job in and of itself.

Websites, Slack, Teams, etc. each require a separate implementation: authentication, generative UI, file sending, and more.

How it works

Your API to production-ready agent

Create an AI agent from an OpenAPI spec or MCP server, automatically optimize it with real conversations, and publish it to your website, app, Slack, Teams, Copilot, and Gemini Enterprise

  1. Step 1

    Add an OpenAPI spec or an MCP server's URL, along with any custom headers.

  2. Step 2

    Chat to the agent and figure out where it fails. Once you know what's working and what isn't, you can add rubrics.

  3. Step 3

    A rubric can be anything you want: effectively communicates to the user, completes the task in the optimal amount of time, uses the correct tools and parameters, etc. Rate each chat against the rubrics, these will be used to optimize the agent.

  4. Step 4

    Optimize the LLM-as-a-judge to rate sessions like you. Then, automatically optimize the agent.

  5. Step 5

    That's it. Continuously improve the agent by rating chats, and optimizing the rubrics and system instruction.

Features

All the latest developments, in a platform

A2A Net is a fully-managed platform built specifically to build, optimize, and publish AI agents to your website, app, Slack, Teams, Copilot, and Gemini Enterprise

Automatically optimize your agent to the latest model with state-of-the-art optimization algorithms that have been customized specifically for conversational agents.

Code mode is enabled by default, giving agents the ability to write code to call tools, analyze the tool call results, create files, and more.

Every agent is AG-UI protocol compatible, the protocol that's trusted by the majority of the Fortune 500 and Global 50, making it easy to integrate the agent into your site if you're already using the CopilotKit SDK.

Opportunity

Increase your revenue through untapped channels

Increase conversion to paid and retention with Slack and Teams. Close larger enterprise deals faster with Microsoft and Google Cloud Marketplace

Ship it!

Create an AI agent for your product from your existing API or MCP server, automatically optimize it with real conversations, and publish it to your website, app, Slack, Teams, Copilot, and Gemini Enterprise

Book a demo