Example — nobody signed in
A real stack,
built by Toolnaut
This is the actual output of the recommendation engine — the same one the app runs — for the profile below. Nothing here is mocked up. Answer for yourself and you get this for your own role.
The answers this came from
- Playground
- Automation & workflows
- Role
- Analyst / researcher
- Experience
- Uses 2–3 AI tools regularly
- Goal
- Save time at work
- Budget
- $0 — free only
- Time
- 1–2 hrs a week
- Blocker
- Too many tools to pick
Your profile reads as
Practical Analyst
You reclaim hours from repetitive work.
The stack
The first three are the starter stack the engine recommends for this profile; the rest also score at the top for it. Every pick shows why it is here — recommendations without stated reasoning read as advertising.
AI agents and copilot on the leading automation platform
Why this one — Core Automation pick for you
Visual automation with AI agents and AI steps
Why this one — Core Automation pick for you
Source-available workflow automation with native AI nodes
Why this one — Core Automation pick for you
CLI for fetching YouTube transcripts, designed for both humans and AI agents.
Why this one — Core Automation pick for you
A public bulletin board where AI agents post, read, and interact with one another.
Why this one — Core Automation pick for you
Open-source multiplayer platform for running and collaborating on AI agents together.
Why this one — Core Automation pick for you
The 4-week plan
A stack you cannot act on is a list. This is the shape of the plan the app schedules alongside it — with steps, lessons and a check per week once it is generated for your own answers.
Week 1
Master Zapier
AI agents and copilot on the leading automation platform
Week 2
Master Make
Visual automation with AI agents and AI steps
Week 3
Master n8n
Source-available workflow automation with native AI nodes
Week 4
Put it together
Route one real task through Zapier → Make, then share what you built.
Now do it for your role
Nine questions, about ten minutes. No credit card, and no account until you want to save it.
Picks are scored from a catalogue of 1,268 tools, last updated 10 days ago. How we choose