Real AI agent use cases, with sources and setup prompts

Build a farm's planting calendar, budget and bookkeeping tools with Claude

A farmer built a set of tools with Claude customized to his farm: a planting calendar, a budget and forecasting tool, an accounting and bookkeeping tool and an interactive crop map with harvest, fertilizer and spray logs. He also built a sign-up app for his local farmers market.

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Source

@TRFyeomanfarmer on X · 2026-10-19

Written in our own words. Credit to the original author. Link checked 2026-10-21.

What they did

A farmer built a set of tools with Claude customized to his farm: a planting calendar, a budget and forecasting tool, an accounting and bookkeeping tool and an interactive crop map with harvest, fertilizer and spray logs. He also built a sign-up app for his local farmers market.

Result (as claimed)

He says the farmers market app alone saved the market thousands.

Tools they used

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

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 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 a farm's planting calendar, budget and bookkeeping tools with Claude
What the original author did: A farmer built a set of tools with Claude customized to his farm: a planting calendar, a budget and forecasting tool, an accounting and bookkeeping tool and an interactive crop map with harvest, fertilizer and spray logs. He also built a sign-up app for his local farmers market.
Reported result (as claimed by the author): He says the farmers market app alone saved the market thousands.
Source: https://x.com/TRFyeomanfarmer/status/2111973223029940657
Tools they used: Claude
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 use AI agents for taxes, bills and budgets · How to build your own invoicing and bookkeeping app with AI · How to automate a small business with AI agents

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