# A leveled map of 149 GenAI tools — sorted by concept depth, not hype

> Source: <https://dev.to/maneesh_thakur_d16c2852fa/a-leveled-map-of-149-genai-tools-sorted-by-concept-depth-not-hype-18ch>
> Published: 2026-08-20 19:13:52+00:00

Most "AI tools" lists are a wall of 500 links sorted by… nothing. A beginner and a distributed-systems engineer open the same undifferentiated pile and both bounce off it.

So I built a different kind of map: **149 GenAI tools sorted by concept depth** — not by how *hard* a tool is, but by how much you need to *understand* to use it well.

The trick: **ease of use ≠ concept depth.** ChatGPT is trivial to use, so it's Level 0. FlashAttention is Level 4 — not hard to install, but you need to understand attention and GPU memory to know why it matters.

On the map, every tool has exactly two links — 📖 one thing to **read** (a hand-picked, approachable guide) and 🐙 the **code** (repo or homepage). No taxonomy, no noise. Each entry looks like this:

Ollama— run open models locally · 📖a beginner's tutorial· 🐙the repo

Sorting by depth turns a directory into a *path*: look at your rung, see 10–25 tools instead of 500, pick one — and the reading and the code are right there. It's a searchable single-page app: no signup, no tracking, open source (CC0).

👉 **Browse the map:** [https://maneesh-kumar-thakur.github.io/self-serve-learnings-4-all/](https://maneesh-kumar-thakur.github.io/self-serve-learnings-4-all/)

⭐ **Repo:** [https://github.com/maneesh-kumar-thakur/self-serve-learnings-4-all](https://github.com/maneesh-kumar-thakur/self-serve-learnings-4-all)

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