Here’s your step-by-step guide to build your own AI-powered revenue recognition tool for free.
Prepare a sample transaction file
Create a CSV with a sample list of ≤100 transactions from Stripe or any other source.
Go to replit.com
You can also use Lovable, Manus, Claude Code, etc.
Create an account
Select a plan
Enter the prompt
Once your account and plan are set up, Replit will ask what you want to make. Here is the exact prompt from Erik’s presentation. Don’t forget to attach your CSV of sample transactions.
Create a revenue recognition application for me. Attached is a list of invoices from Stripe. Please analyze its structure and build an app that lets me upload this style of invoice and then calculate revenue recognition entries. Don’t forget to use partial recognition for partial months. The output should be in a spreadsheet-like format where each row is a transaction and each column represents a month. Allow me to download it as a CSV as well.
Click “Start chat”
Let it run
Replit will present a plan.
Select “Approve plan & start”
Replit will begin building your application. This may take 1-2 minutes.
Try it out!
Make it yours
Ask for the tool to:
Finance and Accounting teams are under pressure to close faster, stay compliant, and keep up with growth. In our recent workshop, Leapfin CTO Erik Yao walked through a live demonstration of how AI changes that reality – by showing exactly how to build a working revenue recognition tool from scratch.
You’ve already got the instructions. Now watch the companion webinar to get the full picture of how AI is solving hard, time-consuming problems for finance and accounting pros.
Learn key AI terms
See AI comparisons
Watch AI rev rec demos
For small scale, low risk projects, generic AI is a serviceable option. But if you need a rev rec and reconciliation solution you can trust to be compliant, scale with you, and easily connect to your operational data systems, see what makes Leapfin different.
Limited scalability
Limited / no connectivity
Not SOX compliant
Cannot validate that the numbers are correct
Cannot handle edge cases
Built for massive & fluctuating scale
Can connect to all operational data source systems
Audit trails, access controls, immutable ledger
Validation & reconciliation frameworks
Built specifically to handle edge cases
Need a rev rec solution that’s compliant, scales, and easily connects to your operational data systems?
Helping Finance teams stay ahead and in control of revenue
Leapfin is AI-powered revenue recognition and reconciliation software that helps companies accurately account for and report on revenue by standardizing large volumes of siloed, inconsistent operational data into usable, GAAP-ready financials and automating manual accounting tasks.