Bilingual NLP Chatbot (English + Hindi)
An intent-classification chatbot that answers common questions in English and Hindi, so staff spend less time on repeat queries.
The business question
Many customer messages are the same ten questions: timings, prices, location, order status. In India, many customers prefer to ask in Hindi. Can a simple assistant answer those reliably, in both languages, and pass everything else to a person?
What I built
- A bag-of-words and lemmatisation NLP pipeline
- A custom PyTorch neural network that classifies the intent of each message
- Answers from a business-editable
intents.jsonknowledge base, in English and Hindi - A Streamlit front end with sign-in, and a modular design that makes new intents easy to add
Where this applies in a business
Front-desk and WhatsApp-style FAQs for clinics, shops, schools and service businesses. The rule that matters: if the bot is not confident, it hands over to a human, rather than guessing.
How success would be measured
The share of questions answered without staff involvement, the hand-over rate, and customer feedback on the answers.

Full Stack Data Scientist & Business Systems Developer · Finance background · ML, Automation, Django
View full portfolio →
More projects
Brijwasi Sweets — Company Website & Recommendation System
A new company website and an AI product-recommendation system for a food & beverages brand, aimed at larger orders and more repeat customers.
Custom Business SoftwareClient Portal & GST Billing System
The system BeeProton AI runs on: client portal, GST-compliant invoicing, payments, milestones, support tickets and encrypted client communication, in one place.
Web & App DevelopmentAnvi Foundation — Website for a Special-Education NGO
A ten-page website for an NGO in Navi Mumbai, built around one goal: helping parents book an assessment. Includes UPI and bank donations with no gateway fees.
Have a project in mind? Get a free quote in 24 hours.
Transparent, affordable pricing in INR. Fixed-price packages or hourly — you choose.