Real AI agent use cases, with sources and setup prompts

Have Claude Opus complete and check several tax returns

Over a week, Opus 5.5 pushed seven tax and amended returns to completion across several people, years and states. The author, a meticulous reviewer, signed with high confidence, and Opus found errors made by earlier tax professionals.

$4 in / $20 out per 1M tokens1 weekAdvancedSource linked

Source

@lastmjs on X · 2026-10-16

Written in our own words. Credit to the original author. Link checked 2026-10-16.

What they did

Over a week, Opus 5.5 pushed seven tax and amended returns to completion across several people, years and states. The author, a meticulous reviewer, signed with high confidence, and Opus found errors made by earlier tax professionals.

Result (as claimed)

7 returns completed; errors found in prior professional work.

Tools they used

Cost: Claude Opus 5.5: from $4 in / $20 out per 1M tokens.

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 Opus 5.5 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: Have Claude Opus complete and check several tax returns
What the original author did: Over a week, Opus 5.5 pushed seven tax and amended returns to completion across several people, years and states. The author, a meticulous reviewer, signed with high confidence, and Opus found errors made by earlier tax professionals.
Reported result (as claimed by the author): 7 returns completed; errors found in prior professional work.
Source: https://x.com/lastmjs/status/2111084344810905807
Tools they used: Claude Opus 5.5
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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