Hisaab — Reconciling WhatsApp Commerce Chaos with Open-Weights Gemma

Description and use

<p><em>This is a submission for the <a href="https://dev.to/challenges/hacktoberfest-week3-2026-10-19">Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady</a></em></p> <h2> What I Built </h2> <p>In Pakistan and across South Asia, millions of micro-entrepreneurs, home bakers, and boutique craftspeople run their entire commercial life over WhatsApp. While WhatsApp is frictionless for customers, it creates operational chaos for sellers:</p> <ul> <li>Orders arrive in mixed <strong>Roman Urdu, English, and Urdu</strong> (<em>"bhai 2 nahi 3 chocolate cake kardo"</em>).</li> <li>Customers

Problem

<p><em>This is a submission for the <a href="https://dev.to/challenges/hacktoberfest-week3-2026-10-19">Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady</a></em></p> <h2> What I Built </h2> <p>In Pakistan and across South Asia, millions of micro-entrepreneurs, home bakers, and boutique craftspeople run their entire commercial life over WhatsApp. While WhatsApp is frictionless for customers, it creates operational chaos for sellers:</p> <ul> <li>Orders arrive in mixed <strong>Roman Urdu, English, and Urdu</strong> (<em>"bhai 2 nahi 3 chocolate cake kardo"</em>).</li> <li>Customers

Outcome

<p><em>This is a submission for the <a href="https://dev.to/challenges/hacktoberfest-week3-2026-10-19">Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady</a></em></p> <h2> What I Built </h2> <p>In Pakistan and across South Asia, millions of micro-entrepreneurs, home bakers, and boutique craftspeople run their entire commercial life over WhatsApp. While WhatsApp is frictionless for customers, it creates operational chaos for sellers:</p> <ul> <li>Orders arrive in mixed <strong>Roman Urdu, English, and Urdu</strong> (<em>"bhai 2 nahi 3 chocolate cake kardo"</em>).</li> <li>Customers

Evidence

Hisaab — Reconciling WhatsApp Commerce Chaos with Open-Weights Gemma

Source