
Na Vuong
August 29, 2025
•
20 mins read
If you have ever opened a Retool app and thought where do I even start, you are not alone. Internal apps grow quickly. Queries multiply. Components call each other. The person who built the app leaves, and now new teammates must guess how things work. That slows onboarding and makes every change feel risky.
A guided Retool learning tool fixes that. Instead of hunting through panels, you upload the app JSON and get a clean tutorial that explains what each piece does and how the data moves through the app. It feels like a senior builder is sitting next to you and walking you through the project.
Retool Explainer is an AI powered Retool learning tool that reads an exported app JSON and produces guided Retool tutorials. It highlights the main components, the queries behind them, and the actions that run when users click. You get a step by step story that describes how the app works and how to rebuild or extend it. It is built for internal learning and for safer onboarding.
The explainer works from your JSON export. It does not touch your live environment. It focuses on structure, not your private data. It turns complex screens into clear sections you can follow.
Security always comes first for internal tools. A Retool onboarding assistant must respect boundaries. With the explainer you upload a JSON export, not credentials or secrets. You can scrub any sensitive defaults or example values before upload. You control what is shared. Role based access in your workspace stays the same. For many teams that is the only way to share knowledge without risk.
The flow is simple. You export the app JSON, you upload it to the explainer, and you receive a tutorial that explains structure and behavior in natural language. The tutorial usually includes component lists, data sources, query flow, event handlers, and a summary of how the screen is meant to be used. You can share that tutorial with your team for training or for code review before you ship changes.
If you are brand new to Retool, this is a perfect way to learn by reverse study. You learn how production apps use tables, forms, charts, and resource queries without reading every single property panel.
You said you are a designer, so here is a simple path that needs almost zero code. We will make a tiny app only so you can export it and see what the explainer produces.
Create a tiny sample app
{{ searchInput.value ? formatDataAsArray(table1.data).filter(r => JSON.stringify(r).toLowerCase().includes(searchInput.value.toLowerCase())) : table1.data }}
Export JSON for the explainer
Upload and generate
The output reads like documentation that someone wished existed from day one. You see the main components and where they pull data from. You see what runs on page load. You see which clicks or changes trigger queries or set values. For many teams this becomes the starting point for proper docs. You can paste the tutorial in an internal doc, attach it to a pull request, or add it to onboarding material.
This is where guided Retool tutorials shine. New hires can learn faster. Senior builders can review structure without opening the editor. Product can understand what is possible before asking for a change that would take days.
Use it during onboarding week so new designers and analysts understand your internal tools. Use it during handoff so no context gets lost. Use it during audits so you can prove what the app is doing and where the data flows. Use it when you refactor old screens because the tutorial highlights dead queries and unused components that you can remove.
Our clients also use it as a Retool onboarding assistant for non technical teams. Support leads, finance managers, and operations coordinators can read a tutorial and feel confident using and suggesting changes to an app.
Retool Explainer is made for learning and documentation. It does not replace test coverage or formal reviews. If your JSON includes hard coded sample values, scrub them before upload. If the app is very large, generate separate tutorials per screen. The quality of the output improves when component names are descriptive. Rename table1 to Customers Table for example. Clean labels help the AI produce clearer guidance.
Export any Retool app JSON and upload it to the Explainer today. In minutes, you’ll have clear documentation you can share with your team. Perfect for onboarding, audits, or just understanding your apps better.
Generate your first Retool Explainer tutorial → Book a call
Looking to supercharge your operations? We’re masters in Retool and experts at building internal tools, dashboards, admin panels, and portals that scale with your business. Let’s turn your ideas into powerful tools that drive real impact.
Curious how we’ve done it for others? Explore our Use Cases to see real-world examples, or check out Our Work to discover how we’ve helped teams like yours streamline operations and unlock growth.
🔎 Internal tools often fail because of one simple thing: Navigation.
Too many clicks, buried menus, lost users.
We broke it down in this 4-slide carousel:
1️⃣ The problem (too many clicks)
2️⃣ The fix (clear navigation structure)
3️⃣ The Retool advantage (drag-and-drop layouts)
4️⃣ The impact (happier teams)
💡 With Retool, you can design internal tools that are easy to use, fast to build, and simple to maintain.
👉 Swipe through the carousel and see how better UX = better productivity.
📞 Ready to streamline your tools? Book a call with us at Retoolers.
🚀From idea → app in minutesBuilding internal tools used to take weeks.
Now, with AI App Generation in Retool, you can describe what you want in plain English and let AI do the heavy lifting.
At Retoolers, we help teams move faster by combining AI + Retool to create tools that actually fit their workflows.
👉 Check out our blog for the full breakdown: https://lnkd.in/gMAiqy9F
As part of our process, you’ll receive a FREE business analysis to assess your needs, followed by a FREE wireframe to visualize the solution. After that, we’ll provide you with the most accurate pricing and the best solution tailored to your business. Stay tuned—we’ll be in touch shortly!