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Standard automation breaks when formats change. You waste hours fixing errors. Adaptive AI solves this. It learns from errors.
One team cut error handling from 4 hours a day to 20 minutes a week.
Find manual work in your close process. Look here:
- Invoice processing.
- Cash application.
- Ledger reconciliation.
- Expense reports.
Start if exceptions exceed 15%. Start if manual work takes over 40 hours a month.
Collect 6 to 12 months of data. Get invoice history and payment records. These records teach the AI correct decisions.
Build these three layers:
- Ingestion: Gathers data from ERPs and banks.
- Intelligence: AI models learn and update.
- Action: Sends data back to your ERP.
Start with Accounts Payable. It has clear rules. It has high volume. Run the AI in the background first. Compare AI choices to human choices.
Track these weekly:
- Straight-through processing rate.
- Error resolution time.
- Model accuracy.
Follow these tips:
- Use tasks with clear right or wrong answers.
- Let specialists check the work.
- Set high bars for automatic approval.
Source: https://dev.to/jasperstewart/how-to-implement-adaptive-ai-architecture-in-your-finance-workflow-e7i Optional learning community: https://t.me/GyaanSetuAi