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Controller AI - Deterministic AI agents with process control

For process-driven teams: Controller AI builds agents that execute tasks intelligently while staying within your defined boundaries and rules.

Built by Ferhat G

Freemium Last updated October 2, 2026

Visit website → Upvotes · 66

  • Overview
  • Alternatives
  • Team
  • FAQ

Controller AI is a Product Hunt listing on Launch Llama with 66 total upvotes, founded by Ferhat G who joined in Aug 2026, compared against 6 alternatives.

Product Hunt listing

Listing status

66upvotes

Community score

Ferhat G (Joined Aug 2026)

Founder

Compared against 6 alternatives

Market comparison

Controller AI

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About

Controller AI is a platform for building AI agents that execute tasks while staying within defined processes and boundaries. It helps teams create deterministic agents by providing ready integration actions, no-code workflows, and clear visibility into agent decisions.

Ask AI

ChatGPT Claude Perplexity Grok

For agents

llms.txt · llms-full.txt · ai.txt · Live fact sheet · Full catalog (.md) · Endpoint index · API spec · REST access · Agent server · Server manifest · Server discovery

Key Features

  • Attach ready integration actions from connected apps to agents
  • Design multi-step workflows with branches and transformations visually
  • Set approval requirements for consequential agent actions
  • Review complete execution history with inputs, outputs, and errors

Use Cases

  • Marketers who want to automate ad account management with approval controls for significant spend changes
  • Finance teams processing refunds with minimal error through automated workflows
  • Procurement teams automating vendor onboarding with human approval for high-value transactions

Pricing

Free plan with $5 monthly usage included. Pro plan at $99/month with $99 usage included. Max plan at $300/month with $300 usage included.

View Controller AI pricing →

FAQ

What is Controller AI?

Controller AI is a platform for building AI agents that execute tasks while staying within defined processes and boundaries. It helps teams create deterministic agents by providing ready integration actions, no-code workflows, and clear visibility into agent decisions.

What are the key features of Controller AI?

Controller AI includes: • Attach ready integration actions from connected apps to agents • Design multi-step workflows with branches and transformations visually • Set approval requirements for consequential agent actions • Review complete execution history with inputs, outputs, and errors • Reuse process fragments across workflows as subflows

What can I use Controller AI for?

• Marketers who want to automate ad account management with approval controls for significant spend changes. • Finance teams processing refunds with minimal error through automated workflows. • Procurement teams automating vendor onboarding with human approval for high-value transactions.

How much does Controller AI cost?

Free plan with $5 monthly usage included. Pro plan at $99/month with $99 usage included. Max plan at $300/month with $300 usage included.

What category does Controller AI belong to?

Controller AI is listed under AI Agents on Launch Llama.

How do I get started with Controller AI?

Click the "Visit Website" button on this page to go directly to Controller AI. You can also upvote and leave a review to help other founders discover it.

Alternatives

  • Coworker AI

    For teams: Coworker AI routes tasks to optimal models with company context so you get 5x token value from the same budget.

  • MorphMind: A Steerable AI Platform

    For teams needing control: MorphMind builds customizable AI specialist teams you can steer, inspect, and guide with traceable reasoning and source trails.

  • Vecbase

    For teams: Vecbase deploys specialist AI agents for research, writing, and design so you ship finished work faster without hiring.

  • Spine

    For product teams: Spine manages AI agent swarms that research, build documents, generate presentations, and create prototypes from one prompt.

  • Notion

    For development teams: Notion Developer Platform lets you build with CLI, Workers, and agents so workflows and data operate in one shared workspace.

  • Synapse AI

    For developers: Synapse AI is an open-source multi-agent orchestration platform that builds deterministic workflows without vendor lock-in.

Controller AI · Website

  • Founded by Ferhat G
  • Listed August 2026
  • Updated October 2, 2026

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