Instead of giving AI full autonomy, Controller AI lets you define clear processes. Your agents execute tasks intelligently while staying within the boundaries and rules you set.
This is the 2nd launch from Controller AI. View more
Controller AI
Launching today
Define important business processes in a workflow, and attach it to your agent as tools. When your agent decides to take action, it runs your workflow - same steps, same output, every time.
Free Options
Launch Team
Datadog, Inc.
Controller AI
Hey Product Hunt 👋
I'm Ferhat,
We have been building workflows and agents for SMB’s for a while, we seen the same mistake again and again.
1) Agents are given access to too many tools hoping that it picks the right one
2) Business logic defined inside prompts
3) There is no way to observe agent actions / performance over time, just scrolling through chat is not really helpful
To solve this, we bring deterministic workflows and agents together in the same platform:
The agent reasons, reads context, and pick the tool (workflow)
The tools are workflows you build (fully no-code, zero JS expressions). A workflow runs the exact same steps and returns the exact same shape, every time.
Every agent action links to a visual execution trace - click in, see each step's input and output, find what failed in seconds.
Mark any workflow "requires approval" and nothing fires until you see the exact call and click approve.
Benefits we’ve seen so far:
One call replaces a whole loop. The workflow runs the multi-step sequence internally - your agent makes one tool call instead of paying reasoning tokens to orchestrate every step.
No raw API dumps in context. Huge API response never touches your frontier model. The workflow returns only the compact, typed result the agent needs.
Cheap models do the grunt work. Summarize, extract, format with a cheap model inside the workflow. Your expensive model only decides.
Small context compounds. Bloat is re-paid on every following turn - clean tool results keep the whole conversation cheap.
No retry spirals. Improvised tool calls fail and trigger retry-and-rereason loops. A workflow succeeds or fails cleanly — once.
Predictable cost. A run costs a known amount of credits. Price the task before running it, not after.
The obvious catch: who has time to build all these workflows? You can use your coding agents (Claude/Codex/Cursor) to build agents and workflows. Copy below prompt to get started:
We'd love your feedback, especially from anyone who's tried to put an agent in production. Free to try - link above. I'm here all day. 🙏