Pakka Khata Offers Digital Ledger for Small Indian Shops Using Open-Source AI

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Pakka Khata is a digital ledger app built for small Indian shopkeepers who still track customer credit and dues in handwritten khata books. It uses open-source AI to convert photographs of handwritten ledger pages into structured rows, which users review and correct before saving. The app supports customer-wise bookkeeping, multilingual payment reminders in English, Hindi, Marathi and Hinglish, and stores data locally in the browser. The developer notes the hosted demo uses labelled sample results rather than live model inference, while real scanning has been tested locally with Gemma 3 4B via Ollama.

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