Open-Source AI · Learn AI & machine learning

Made With ML vs What Should My Bot Do

Made With ML vs What Should My Bot Do compared for 2026 — features, license, ease of use, performance and which one to choose. From notebook to production system vs Five-question quiz suggests three agent jobs, with prompts.

Updated regularly · curated by olud.ai

Choose Made With ML for the gap between a notebook and production. Choose What Should My Bot Do for for a small-business owner deciding which job to give an AI assistant first.

Made With ML vs What Should My Bot Do at a glance

SpecMade With MLWhat Should My Bot Do
CategoryLearn AI & machine learningLearn AI & machine learning
TypeCourse (MLOps)Hosted planner and prompt library
LicenseMITProprietary
Runs locallyYesNo
Primary languagePython—
Ease of useIntermediateBeginner
Best forthe gap between a notebook and productionfor a small-business owner deciding which job to give an AI assistant first
GitHub stars48.8k—

How Made With ML and What Should My Bot Do score

🏆 Overall edge: Made With ML — 4.1 vs 3.3 / 5
CriterionMade With MLWhat Should My Bot Do
Popularity4.0n/a
Maintenance3.0n/a
Ease of use3.55.0
Privacy5.03.5
License freedom5.01.5

Scores are computed automatically from public signals — GitHub stars (popularity), recent commit activity (maintenance), license type (freedom), local-first design (privacy) and onboarding complexity (ease of use). Indicative, not a verdict.

What each one is

Made With ML

Course (MLOps) · MIT

Goku Mohandas' course on taking ML from a notebook to a reliable production system: testing, CI/CD, monitoring, and the engineering most courses ignore.

  • Covers the engineering that courses skip
  • Testing, CI/CD and monitoring for ML
  • Written by a practitioner, not an academic
See the Made With ML page →

What Should My Bot Do

Hosted planner and prompt library · Proprietary

What Should My Bot Do is a hosted planner and prompt library for setting up an AI assistant. A five-question quiz suggests three jobs from 46 small-business routines, each with a copy-ready prompt for Grok Bot, ChatGPT, Claude and n8n. No signup; free, with a $29 routine pack and a $149 setup service. Note before using it: the routines run on your own messaging, social and booking accounts, whose platform rules decide what is allowed.

  • Planner, use-case pages and templates work without an account or signup.
  • Each of the 46 routines comes in four versions: Grok Bot, ChatGPT, Claude and n8n.
  • Drafts-first prompts: the bot drafts the email, reply or post and waits for approval.
Visit What Should My Bot Do →

Key differences

Made With ML is course (MLOps), while What Should My Bot Do is hosted planner and prompt library. Their licenses differ (MIT vs Proprietary), which matters if you ship a commercial product. Made With ML leans more intermediate-friendly, whereas What Should My Bot Do is more suited to beginner users. They also differ in how they run (Yes vs No). In short, Made With ML fits the gap between a notebook and production, and What Should My Bot Do fits for a small-business owner deciding which job to give an AI assistant first.

Which should you choose?

Choose Made With ML for the gap between a notebook and production. Choose What Should My Bot Do for for a small-business owner deciding which job to give an AI assistant first.

There is rarely one winner — many setups use both. The right pick depends on your hardware, your team's skills, and whether you value simplicity or control.

Frequently asked questions

Is Made With ML or What Should My Bot Do easier to use?

What Should My Bot Do is generally the easier of the two to get started with, while Made With ML rewards more setup with more control.

Are Made With ML and What Should My Bot Do free?

Made With ML is free and open source (MIT), and What Should My Bot Do is free to use but closed source. Neither charges for the core software.

Can I run Made With ML and What Should My Bot Do locally?

Made With ML: yes · What Should My Bot Do: no. Both can be used without sending your data to a third-party cloud where their setup allows.

Made With ML vs What Should My Bot Do — which should I pick in 2026?

Choose Made With ML for the gap between a notebook and production. Choose What Should My Bot Do for for a small-business owner deciding which job to give an AI assistant first.

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