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‘We use prompts that have been tuned through GEPA, so the LLM isn’t freelancing’: Intuit Credit Karma’s Gurpreet Singh on pairing financial modeling with Gen AI

Credit Karma is pairing generative AI with strict financial modeling to provide customers with more accurate, data-driven debt management tools.

Curated by Financing Your Way from original reporting by Tearsheet. Summary is AI-assisted and editorially reviewed — see our editorial standards.

FYWBy Financing Your Way EditorialJuly 29, 2026

Credit Karma is redesigning how consumers interact with credit and debt by integrating generative AI with hard financial data. For retailers and operators, this signals a shift in how your customers will soon manage their purchasing power. Instead of looking at a simple credit score, customers are using AI assistants that connect their income, existing debt, and spending habits to make real-time decisions about taking on new financing. The core of this update is how Credit Karma prevents AI 'hallucinations.' By using a system that anchors the AI to specific financial models, the platform ensures that advice regarding loans or credit lines is based on actual math, not just predictive text. This means consumers are getting more accurate, personalized recommendations on which financial products they can actually afford. As these tools become more common, you can expect customers to arrive at the point of sale with a much clearer understanding of their budget and a preference for financing options that fit into their automated financial plans. The goal is to move away from isolated financial products toward a unified 'financial assistant' that manages the customer's total debt load automatically.

Source: Tearsheet

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