Add step-by-step AI reasoning to your automated workflows

Gives your automations an AI planning step that thinks through a task before acting on it.

How the work actually flows

It repeats. Repeats until plan finished.

Pattern: Structured Loop (21)

flowchart TD trig(("user submits a goal")):::human s0["draft step by step plan"]:::task s1["execute next plan step"]:::task s2["check if plan complete"]:::task s3["return structured result"]:::task trig --> s0 s0 --> s1 s1 --> s2 lp{"all plan steps completed"}:::gate s2 --> lp lp -. "repeats until plan finished" .-> s1 lp -->|"finished"| s3 out[/"completed multi step task result"/]:::out pay{{"reliable execution of complex requests"}}:::pay s3 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
A stepA personRepeat or finishResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
AI Agents & Autonomous SystemsAPI & Webhook Integration
Connects
OpenRouter

The problem it solves

Automations that jump straight to acting can make mistakes when a task has multiple steps or unclear instructions. You end up building workarounds or reviewing output manually to catch errors the automation should have caught itself. Without a planning step, business logic gets brittle fast.

Who it fits

Operations or technical teams building custom automations that need to reason through multi-step tasks.

How it works

  1. A task or goal is sent into the system
  2. AI analyzes the goal and drafts a step-by-step plan, including which tools to use
  3. The system carries out each step of the plan in order
  4. A structured result is returned, ready to feed into your next step
What you get

Workflows that plan their own next step

Your automations gain a planning step that thinks through the task before acting.

What you get

A structured, step-by-step result for a multi-step task, ready for downstream use.

What you need

An OpenRouter API key or another compatible AI provider.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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