Clean up wrong records in your accounting software with Claude
He used Claude Opus 5.5 on extra effort to find and fix all the wrong records in his accounting software, then saved what it learned as memory so the same mistakes are not repeated.
Source
@DilyanDimitrov on X · 2026-10-10
Written in our own words. Credit to the original author. Link checked 2026-10-21.
What they did
He used Claude Opus 5.5 on extra effort to find and fix all the wrong records in his accounting software, then saved what it learned as memory so the same mistakes are not repeated.
Result (as claimed)
Done in a couple of hours and 17% of his 5-hour limit, he says.
Tools they used
Cost: Claude Opus 5.5: from $4 in / $20 out per 1M tokens.
Set it up
Gather the documents
Collect statements, bills, invoices or tax documents for the period you want reviewed.
Ask for an audit, not actions
Have Claude Opus 5.5 list findings, amounts and suggested next steps before it does anything.
Approve each action
Approve cancellations, disputes or payments one at a time. Never give an agent open-ended access to move money.
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: Clean up wrong records in your accounting software with Claude What the original author did: He used Claude Opus 5.5 on extra effort to find and fix all the wrong records in his accounting software, then saved what it learned as memory so the same mistakes are not repeated. Reported result (as claimed by the author): Done in a couple of hours and 17% of his 5-hour limit, he says. Source: https://x.com/DilyanDimitrov/status/2108815544711520376 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.
You are helping me set up this AI use case end to end in Codex. Goal: Clean up wrong records in your accounting software with Claude What the original author did: He used Claude Opus 5.5 on extra effort to find and fix all the wrong records in his accounting software, then saved what it learned as memory so the same mistakes are not repeated. Reported result (as claimed by the author): Done in a couple of hours and 17% of his 5-hour limit, he says. Source: https://x.com/DilyanDimitrov/status/2108815544711520376 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.
You are helping me set up this AI use case end to end in Grok Bot. Goal: Clean up wrong records in your accounting software with Claude What the original author did: He used Claude Opus 5.5 on extra effort to find and fix all the wrong records in his accounting software, then saved what it learned as memory so the same mistakes are not repeated. Reported result (as claimed by the author): Done in a couple of hours and 17% of his 5-hour limit, he says. Source: https://x.com/DilyanDimitrov/status/2108815544711520376 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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Guides for this use case
How to build your own invoicing and bookkeeping app with AI · How to use AI agents for taxes, bills and budgets · How to build agent memory and context layers · How to add memory to coding agents
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