Real AI agent use cases, with sources and setup prompts

Add a points liability report to a loyalty app in 11 languages

LaithAljunaidy built a points liability page for Dot, his loyalty app, with Claude. Merchants see what their customers' points are worth in money, what sits in live codes and what expires in 30, 60 and 90 days, with one CSV export, in 11 languages including right-to-left Arabic.

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Source

@LaithAljunaidy on X · 2026-10-23

Written in our own words. Credit to the original author. Link checked 2026-10-24.

What they did

LaithAljunaidy built a points liability page for Dot, his loyalty app, with Claude. Merchants see what their customers' points are worth in money, what sits in live codes and what expires in 30, 60 and 90 days, with one CSV export, in 11 languages including right-to-left Arabic.

Result (as claimed)

A money view for merchants that works in 11 languages.

Tools they used

Claude

Cost: Pricing depends on the tools you pick; check each official pricing page.

Set it up

  1. Write a one-page brief

    Describe the app in plain words: who it is for, the 3 core screens or actions, and what "done" looks like.

  2. Start the project with your agent

    Open Claude and paste the brief. Ask it to propose a stack and a file plan before writing code.

  3. Build one slice at a time

    Ship the smallest working flow first, run it, then add features one by one. Commit after each working step.

  4. Test it like a user

    Click through on desktop and phone. Ask the agent to add basic tests and fix anything that breaks.

  5. Check security and ship

    Keep keys in environment variables, check auth and database rules, then deploy and share the link.

Copy the full setup prompt

Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.

You are helping me set up this AI use case end to end in Claude Code.

Goal: Add a points liability report to a loyalty app in 11 languages
What the original author did: LaithAljunaidy built a points liability page for Dot, his loyalty app, with Claude. Merchants see what their customers' points are worth in money, what sits in live codes and what expires in 30, 60 and 90 days, with one CSV export, in 11 languages including right-to-left Arabic.
Reported result (as claimed by the author): A money view for merchants that works in 11 languages.
Source: https://x.com/LaithAljunaidy/status/2113583070137757811
Tools they used: Claude
Category: Vibe coding & apps

Please:
1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like).
2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure.
3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data.
4. Finish with a checklist to run it again next time.

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Guides for this use case

How to translate and localize your app or content with AI · How to automate a small business with AI agents

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