On Launch Llama
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
Visit website → Upvotes · 66
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





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.
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.