Real AI agent use cases, with sources and setup prompts

Build an inventory forecasting dashboard for your store with Claude Code

After pulling back ad budget too often because stock ran low, a brand built an inventory forecasting dashboard with Claude Code in a few hours. It pulls daily stock burn from Shopify and the units needed for rebills over the next 30 days.

$29/moA few hoursIntermediateSource linked

Source

@cjfeth on X · 2026-10-16

Written in our own words. Credit to the original author. Link checked 2026-10-17.

What they did

After pulling back ad budget too often because stock ran low, a brand built an inventory forecasting dashboard with Claude Code in a few hours. It pulls daily stock burn from Shopify and the units needed for rebills over the next 30 days.

Result (as claimed)

In use; 77 likes on X.

Tools they used

Claude CodeShopify

Cost: Claude Code: free plan, paid from $17/mo; Shopify: from $29/mo.

Set it up

  1. Gather the documents

    Collect statements, bills, invoices or tax documents for the period you want reviewed.

  2. Ask for an audit, not actions

    Have Claude Code list findings, amounts and suggested next steps before it does anything.

  3. Approve each action

    Approve cancellations, disputes or payments one at a time. Never give an agent open-ended access to move money.

  4. Track the result

    Record what changed and what you saved so you can check it next month. This is not financial advice.

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: Build an inventory forecasting dashboard for your store with Claude Code
What the original author did: After pulling back ad budget too often because stock ran low, a brand built an inventory forecasting dashboard with Claude Code in a few hours. It pulls daily stock burn from Shopify and the units needed for rebills over the next 30 days.
Reported result (as claimed by the author): In use; 77 likes on X.
Source: https://x.com/cjfeth/status/2111113258803380679
Tools they used: Claude Code, Shopify
Category: Money

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 vibe code an app with Claude Code · How to use AI agents for taxes, bills and budgets · How to make AI video ads and Reels with agents · How to automate a small business with AI agents

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