Browse Problems
Discover prompting challenges and the community's best solutions.
Flag high-risk transactions before they become chargebacks
Certain patterns predict chargebacks: first-time customer + high-value purchase + VPN + disposable email. Need to score transactions in real-time and flag the risky ones before fulfillment.
Chargeback Risk Scorer
Example output
Calculate SaaS revenue recognition for annual plans under ASC 606
Customer pays $12,000 upfront for annual plan. Can't recognize it all in month 1 - need to spread it over 12 months per ASC 606. Need prompts that handle: partial months, mid-month starts, upgrades, downgrades, and refunds.
ASC 606 Revenue Recognition Calculator
Example output
Reconcile Stripe payouts with bank deposits when timing doesn't match
Stripe payouts take 2-7 days to hit the bank, and the amounts don't always match due to fees, refunds, or disputes. Need to match 'Stripe says $5,432 on Monday' with 'Bank shows $5,380 on Wednesday' and explain the difference.
Stripe-to-Bank Reconciliation Matcher
Example output
Extract structured invoice data from PDF invoices with inconsistent formats
Vendors send invoices in wildly different PDF formats. Need to extract: invoice number, date, total, line items, tax - even when the PDF is a scanned image or has weird layouts. Generic OCR isn't enough; need structured extraction.
Multi-Format Invoice Extractor
Example output
Generate cash flow forecasts that account for SaaS-specific payment timing
SaaS cash flow is weird: annual plans paid upfront, monthly MRR, failed payments, dunning delays. Need forecasts that understand 'customer paid annually in January, so no revenue in Feb-Dec' vs 'monthly customer churned, so revenue stops immediately'.
SaaS Cash Flow Forecaster
Example output
Detect anomalous refund patterns that indicate fraud or abuse
When refund rates spike for specific products or customer segments, need to identify the pattern before it becomes a chargeback problem. Looking for prompts that can spot 'refund within 24 hours of purchase' or 'same customer, different cards' patterns.
Refund Pattern Anomaly Detector
Example output
Categorize expenses with correct IRS tax codes for quarterly filing
Need to auto-categorize business expenses from bank statements into IRS Schedule C categories (advertising, office supplies, travel, etc.) with the correct line numbers. Generic 'expense categorization' isn't enough - need the actual tax form line references.
IRS Schedule C Expense Categorizer
Example output
Prevent hallucinated financial totals when summarizing Stripe exports
When generating monthly revenue summaries from Stripe CSV exports, the AI often invents totals that don't match the actual data. Need a prompt that forces exact arithmetic verification and flags any discrepancies before presenting the summary.
Verified Stripe Summary with Arithmetic Check
Example output