---
title: Translating Complex Automation Code Into a Clear, Visual Workflow | Vibe Accounting in Public - Day 8
description: How can accountants trust, audit, or oversee a process they can't read? Raw automation output is code. That's powerful for developers, not for accountants.
image: https://www.leapfin.com/hubfs/Day_8.png
---

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# Translating Complex Automation Code Into a Clear, Visual Workflow | Vibe Accounting in Public - Day 8

[ Erik Yao, Co-Founder & CTO at Leapfin ](https://www.leapfin.com/blog/author/erik-yao)

 Updated on  October 14, 2025

![Translating Complex Automation Code Into a Clear, Visual Workflow | Vibe Accounting in Public - Day 8](https://www.leapfin.com/hubfs/Day_8.png)

When [our AI agent](https://www.leapfin.com/luca-ai) builds automation, its raw output is code. That's powerful for developers, but for an accountant, it might as well be a black box.

How can you trust, audit, or oversee a process you can't read?

As we build out our [AI accounting agent](https://www.leapfin.com/luca-ai) (Vibe Accounting - Day 8), this gap is very apparent, and we've begun work on solving it.

![early UI](https://www.leapfin.com/hs-fs/hubfs/early%20UI.jpeg?width=800&height=800&name=early%20UI.jpeg)

This early screenshot of our UI isn't what our AI creates - it's actually what we build on top of it. Our AI agent [generates the complex automation code](https://www.leapfin.com/blog/product-release-ai-powered-workflows-enhance-speed-simplicity-and-accuracy-of-accounting-automation-for-finance-teams), and then our platform translates that code into this clear, visual workflow. It makes the AI's logic instantly accessible and auditable for accountants. It allows the human overseer to validate the entire process at a glance, confirming that the high-level "Vibe Accounting" directives they requested have been executed correctly, without needing to be a programmer.

This is fundamental to our philosophy. The real value of practical AI applications comes from building the user experience that makes that engine safe, controllable and truly useful for professionals. I'm excited to share more as we finalize this UI and bring this new way of working to life.

### Read our other Vibe Accounting in Public posts:

[Day 19 - Complete Stripe Order-to-Cash and Revenue Recognition Workflow in 5 Minutes](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9jb21wbGV0ZS1zdHJpcGUtb3JkZXItdG8tY2FzaC1hbmQtcmV2ZW51ZS1yZWNvZ25pdGlvbi13b3JrZmxvdy1pbi01LW1pbnV0ZXMtdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMTk%3D&ct=SEARCH&pid=8117914&cid=197594940337&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=13&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v4z2y2pyzG-xrIzj0IXCkrX_HB-pg)

[Day 18 - Determining When FX Calculations Should Occur](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9kZXRlcm1pbmluZy13aGVuLWZ4LWNhbGN1bGF0aW9ucy1zaG91bGQtb2NjdXItdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMTg%3D&ct=SEARCH&pid=8117914&cid=197588999857&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=5&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v57oKG6DywSxDXtyvzTVgauwBvXqw) 

[Day 17 - Instantly Customizing a Revenue Report For a 4-4-5 Retail Calendar](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9pbnN0YW50bHktY3VzdG9taXppbmctYS1yZXZlbnVlLXJlcG9ydC1mb3ItYS00LTQtNS1yZXRhaWwtY2FsZW5kYXItdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMTc%3D&ct=SEARCH&pid=8117914&cid=196792675163&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=15&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v5OQbuPL1z4EHXfRNLjxnm4zFrorQ)

[Day 16 - Can Our AI Agent Handle Complex Revenue Recognition for Consumption-Based AI-Focused Businesses? ](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9jYW4tb3VyLWFpLWFnZW50LWhhbmRsZS1jb21wbGV4LXJldmVudWUtcmVjb2duaXRpb24tZm9yLWNvbnN1bXB0aW9uLWJhc2VkLWFpLWZvY3VzZWQtYnVzaW5lc3Nlcy12aWJlLWFjY291bnRpbmctaW4tcHVibGljLWRheS0xNg%3D%3D&ct=SEARCH&pid=8117914&cid=196787244401&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=19&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v5gkvIws8oqR50jmwERNaBDi7-YxA)

[Day 15 - The Difference Between a Cool AI Demo and a System You Can Bet Your Audit On](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy90aGUtZGlmZmVyZW5jZS1iZXR3ZWVuLWEtY29vbC1haS1kZW1vLWFuZC1hLXN5c3RlbS15b3UtY2FuLWJldC15b3VyLWF1ZGl0LW9uLXZpYmUtYWNjb3VudGluZy1pbi1wdWJsaWMtZGF5LTE1&ct=SEARCH&pid=8117914&cid=196786908048&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=17&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v4kp9_JX1MpFH6nYwCX_-iGXgceqQ)

[Day 14 - When AI Finds a Stripe Data Problem We Didn't Even Ask It To Look For ](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy93aGVuLWFpLWZpbmRzLWEtc3RyaXBlLWRhdGEtcHJvYmxlbS13ZS1kaWRudC1ldmVuLWFzay1pdC10by1sb29rLWZvci12aWJlLWFjY291bnRpbmctaW4tcHVibGljLWRheS0xNA%3D%3D&ct=SEARCH&pid=8117914&cid=196787169421&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=18&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v4cZTFXTrWOoN17x5_yR5B5zG2dgw)

[Day 13 - From Reading a Chart of Accounts to Deciphering Financial Philosophy ](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9mcm9tLXJlYWRpbmctYS1jaGFydC1vZi1hY2NvdW50cy10by1kZWNpcGhlcmluZy1maW5hbmNpYWwtcGhpbG9zb3BoeS12aWJlLWFjY291bnRpbmctaW4tcHVibGljLWRheS0xMw%3D%3D&ct=SEARCH&pid=8117914&cid=196786951680&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=11&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v5OvVwQC7Ygnw3SMIuiXncSTQv3gw)

[Day 12 - ROI Analysis: AI vs Manual Revenue Recognition](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9yb2ktYW5hbHlzaXMtYWktdnMtbWFudWFsLXJldmVudWUtcmVjb2duaXRpb24tdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMTI%3D&ct=SEARCH&pid=8117914&cid=196786689432&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=10&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v4ngM7c8Nqn8Jh1IJRHuQnvpt-hkA)

[Day 11 - An ASC 606 Compliance Review in 60 Seconds ](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9hbi1hc2MtNjA2LWNvbXBsaWFuY2UtcmV2aWV3LWluLTYwLXNlY29uZHMtdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMTE%3D&ct=SEARCH&pid=8117914&cid=196786587717&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=3&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v7QCEWKOpLQ6egJ9irQqz4VNNT-rA)

[Day 10 - Shattering the Accounting Software Language Barrier](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9zaGF0dGVyaW5nLXRoZS1hY2NvdW50aW5nLXNvZnR3YXJlLWxhbmd1YWdlLWJhcnJpZXItdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMTA%3D&ct=SEARCH&pid=8117914&cid=195713167172&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=1&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v6zKIBgOIVEkP2laWPbPVaRnfH1qw)

[Day 9 - Can Our AI Actually Reconcile Accounts Receivable? ](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9jYW4tb3VyLWFpLWFjdHVhbGx5LXJlY29uY2lsZS1hY2NvdW50cy1yZWNlaXZhYmxlLXZpYmUtYWNjb3VudGluZy1pbi1wdWJsaWMtZGF5LTk%3D&ct=SEARCH&pid=8117914&cid=195713033066&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=7&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v7XFlLg9tUjFX1thcOs_e6bWQu0NA) 

[Day 8 - Translating Complex Automation Code Into a Clear, Visual Workflow ](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy90cmFuc2xhdGluZy1jb21wbGV4LWF1dG9tYXRpb24tY29kZS1pbnRvLWEtY2xlYXItdmlzdWFsLXdvcmtmbG93LXZpYmUtYWNjb3VudGluZy1pbi1wdWJsaWMtZGF5LTgt&ct=SEARCH&pid=8117914&cid=195713032547&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=8&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v4xlRy3KMb_Vu741Furnc7Kq32fHg)

[Day 7 - Tokenomics: the Hidden Line Item in Your AI Strategy](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy90b2tlbm9taWNzLXRoZS1oaWRkZW4tbGluZS1pdGVtLWluLXlvdXItYWktc3RyYXRlZ3ktdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktNw%3D%3D&ct=SEARCH&pid=8117914&cid=195710366566&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=9&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v4Mk0fEURJ9kbOZ82r_dtZz6ijlkA)

[Day 6 - Our AI Accounting Agent Leveled Up From a Tool to a Teammate 🤝](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9vdXItYWktYWNjb3VudGluZy1hZ2VudC1sZXZlbGVkLXVwLWZyb20tYS10b29sLXRvLWEtdGVhbW1hdGUtdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktNg%3D%3D&ct=SEARCH&pid=8117914&cid=195710529681&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=16&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v68NkX-EzLoQWnJgKtVzdpvLwO6pg)

[Day 5 - When the AI Accountant Starts to Act Like an Annoying Intern](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy93aGVuLXRoZS1haS1hY2NvdW50YW50LXN0YXJ0cy10by1hY3QtbGlrZS1hbi1hbm5veWluZy1pbnRlcm4tdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktNQ%3D%3D&ct=SEARCH&pid=8117914&cid=195710366310&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=12&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v45OcFx9eJmc-yigN2ypKVYSLbQzg)

[Day 4 - Generating a Perfect Deferred Revenue Waterfall Report](https://www.leapfin.com/blog/generating-a-perfect-deferred-revenue-waterfall-report-vibe-accounting-in-public-day-4)

[Day 3 - Our AI Accountant Just Became Its Own Technical Writer](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9vdXItYWktYWNjb3VudGFudC1qdXN0LWJlY2FtZS1pdHMtb3duLXRlY2huaWNhbC13cml0ZXItdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMw%3D%3D&ct=SEARCH&pid=8117914&cid=195708963897&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=14&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v7ZZO9XRQ6wm34MNDyBAl2qEGNYVg) 

[Day 2 - Creating a Basic Revenue Recognition Automation Rule](https://www.leapfin.com/blog/creating-a-basic-revenue-recognition-automation-rule-vibe-accounting-in-public-day-2): 

[Day 1 - Can AI Be Trusted With Automating Complex Accounting?](https://www.leapfin.com/blog/can-ai-be-trusted-with-automating-complex-accounting-vibe-accounting-in-public-day-1)

 

[Follow me on LinkedIn](https://www.linkedin.com/in/erikyao/recent-activity/all/)for more *Vibe Accounting in Public*.

 

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