Querying diamond inventory through chatbots
Natural Language Processing
Team ctrl-alt-Defeat
Aditya Jha | Parth Shah | Tanvi Dhoka | Prathmesh Borse | Prajay Kotecha 2023
1

Problem
Statement
01
Our
Approach
02
Pro`s & Cons
03
Demo
04
Table of contents
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Problem Statement
3
The task was to create a conversational AI model using GoogleDialogflowthat could
understand natural language queries for diamonds and generate filtering parameters
for a large inventory of diamond data. The modelhad to interpret parameters
expressedin ranges or with variations in wording, and generate filtering parameters
optimized for accuracy and efficiency. The diamond inventory consisted of over 100,000
rows with attributes such as shape, size,weight, clarity, color, and cut.
MINeD Hackathon| 05 March 2023 Sunday
01

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1. We trained a conversational AI modelusing Google
Dialogflow to understandnatural language queriesfor
diamonds.
2. We extractedthe necessaryattributessuch as shape, size,
weight, clarity, color, and cut from the diamond inventory
consisting of over 100,000 rows.
3. We optimized the model to interpretparametersexpressed in
ranges or with variations in wording, and generatefiltering
parametersthat are accurateand efficient.
4. We testedthe model to ensurethat it could understanda wide
range of natural language queries,including those with
common typing errors, short forms, and specific shortcuts
used in the diamond industry.
Sunday
Our Approach
MINeD Hackathon| 05 March 2023

Pros & Cons
• Though we have trained the model
enough, but it may not produce all the
desirable outputs
• if there are same words for many
parameters, then the filter may not
identify the paramter correctly
1. Rigorous testing
2. Integration Capabilities
3. Commitment to customer
satisfaction
Why choose our solution? Bone of contention.
Maybe?
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Chatbot,Much?
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We Did it!

Business model
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Sunday
Commision
Based
Subscription
Based
Freemium
Customization
based
The company could
charge a commission
fee for each diamond
sale made through
our model.
The company could
charge a monthly or
yearly subscription fee
for access to the
conversational AI
platform.
The company could offer a
basic version of the
conversational AI platform
for free, while charging a
premium for access to
advanced features such as
customized search
parameters, real-time
inventory updates, and
personalized
recommendations.
The company could offer
customized solutions for
clients with specific
needs such as large-
scale diamond inventory
management, advanced
data analytics, or
integration with third-
party software.

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References
https://cloud.google.com/dialogflow/docs
https://cloud.google.com/iam/docs/

Do you have any questions?
10 Team ctrl-alt-Defeat 05 March 2023
Thanks!