CreditCardCategoryMisalign: Spending Pattern Auditor
Analyzes your credit card transactions and identifies which ones are miscategorized by your bank, helping you maximize cashback and rewards on the right categories.
The Problem
Banks and credit card companies frequently miscategorize transactions (a restaurant coded as 'merchandise', a gym coded as 'services'), causing users to miss out on higher cashback rates and rewards multipliers. Most people never audit these misclassifications, leaving hundreds of dollars on the table annually. There's no tool that automatically flags and fixes these errors at scale.
Target Audience
Cashback-optimized credit card users earning $60k+, travel rewards enthusiasts, and people actively managing multiple cards with different bonus categories (estimated 15M in US alone).
Why Now?
Credit card rewards have exploded (5x-10x category bonuses are common), and Plaid's API maturity makes transaction access frictionless. Users are increasingly optimizing finances post-inflation.
What's Missing
Banks profit from miscategorizations (lower rewards payouts), so they have no incentive to flag errors. Existing budgeting apps focus on spending insight, not rewards optimization accuracy.
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