Report Cruncher

Tzu-Cheng(Jason) Chuang
Tzu-Cheng(Jason) ChuangSoftware Engineer
Report Cruncher
finance made easy
by the AIDATATOOLS Team
Meet the Team
Jason Chuang
Alexandros
Georgakakis
Artem Kokhov
Abdelfettah
Latrache
Avinash Singh
Ibrokhim
Abdivokhidov
People from
6 countries
5 time zones
2
Problem
Unlike big-shot investor firms with armies of analysts,
many retail investors lack the resources, time, and
financial education needed to perform comprehensive
analysis of financial reports. Limited access to financial
information and a lack of expertise can lead to poor
returns and missed opportunities.
3
Report Cruncher simplifies financial reports for
retail investors, empowering them to make
informed investment decisions and achieve
success in the stock market.
4
Solution
Simplifying
Financial Data
Financial reports can be complex and challenging for the
average individual to comprehend. Our financial
software provides a simple and effective solution by
condensing this information into a clear, understandable
style. Our program simplifies financial data, making it
more accessible to small business owners, investors,
and anyone who needs to interact with financial
information but does not have specialist financial
expertise.
5
Demo
6
Feature:
Summarize financial statements
Question & Answer
Technologies we used
Backend:
Programming Language: Python
Web Server: gunicorn
Framework: Flask
Frontend:
Programming Language: TypeScript
Library: React
Fine-tune GPT-3 curie model,
Using ECTSum dataset (highest compression ratio so far)
Cost: $32.46, training time: 30 min.
With 1684 training, 252 validation
7
Making Money by Offering
Subscription-Based Model
● Report Cruncher will be offered as a subscription-based service;
● To attract new users and showcase the value of our platform, we
will offer a few free Report Crunches before requiring a
subscription to access additional reports;
● Our marketing strategy will include targeted advertising and
promotional campaigns through social media, search engines, and
other channels to reach our target audience of retail investors;
● We will also explore partnerships with financial advisors,
brokerages, and other financial service providers to reach a wider
audience and build credibility.
8
Target audience
Retail investors are nonprofessional investors who
use their own money to buy and sell securities:
● accounted for more than 20% of all stock
market shares traded*
● the total annual volume of trades was
approximately $420 trillion and more than
$84 trillion is accounted on retail investors*
9
*in the US in 2021, according to data from the World Federation of Exchanges
What’s next
● Chained prompts are a series of
prompts that build on each other to
produce a final summary
● After sufficient funding, fine-tune
Davinci model to get better results
10
Thank You
11
Setting Ourselves
Apart with
● More User-Friendly Results
● Specialization in Financial Reports
● Opportunity to Ask Questions
12
Financial Projections
Hosting costs: $50/month
Cost per Request: It depends on # of tokens
13
Crunching the training data
14
Compatible with
PDFs, Excel
Sheets, and More
15
Adaptable Tool
for a Global
Market
16
Precise and
Effective
Approach to
Summarize
Financial Reports
17
Small Business
Owners,
Investors, and
Anyone Trying to
Comprehend
Financial Data
18
1 of 18

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Report Cruncher

  • 1. Report Cruncher finance made easy by the AIDATATOOLS Team
  • 2. Meet the Team Jason Chuang Alexandros Georgakakis Artem Kokhov Abdelfettah Latrache Avinash Singh Ibrokhim Abdivokhidov People from 6 countries 5 time zones 2
  • 3. Problem Unlike big-shot investor firms with armies of analysts, many retail investors lack the resources, time, and financial education needed to perform comprehensive analysis of financial reports. Limited access to financial information and a lack of expertise can lead to poor returns and missed opportunities. 3
  • 4. Report Cruncher simplifies financial reports for retail investors, empowering them to make informed investment decisions and achieve success in the stock market. 4 Solution
  • 5. Simplifying Financial Data Financial reports can be complex and challenging for the average individual to comprehend. Our financial software provides a simple and effective solution by condensing this information into a clear, understandable style. Our program simplifies financial data, making it more accessible to small business owners, investors, and anyone who needs to interact with financial information but does not have specialist financial expertise. 5
  • 7. Technologies we used Backend: Programming Language: Python Web Server: gunicorn Framework: Flask Frontend: Programming Language: TypeScript Library: React Fine-tune GPT-3 curie model, Using ECTSum dataset (highest compression ratio so far) Cost: $32.46, training time: 30 min. With 1684 training, 252 validation 7
  • 8. Making Money by Offering Subscription-Based Model ● Report Cruncher will be offered as a subscription-based service; ● To attract new users and showcase the value of our platform, we will offer a few free Report Crunches before requiring a subscription to access additional reports; ● Our marketing strategy will include targeted advertising and promotional campaigns through social media, search engines, and other channels to reach our target audience of retail investors; ● We will also explore partnerships with financial advisors, brokerages, and other financial service providers to reach a wider audience and build credibility. 8
  • 9. Target audience Retail investors are nonprofessional investors who use their own money to buy and sell securities: ● accounted for more than 20% of all stock market shares traded* ● the total annual volume of trades was approximately $420 trillion and more than $84 trillion is accounted on retail investors* 9 *in the US in 2021, according to data from the World Federation of Exchanges
  • 10. What’s next ● Chained prompts are a series of prompts that build on each other to produce a final summary ● After sufficient funding, fine-tune Davinci model to get better results 10
  • 12. Setting Ourselves Apart with ● More User-Friendly Results ● Specialization in Financial Reports ● Opportunity to Ask Questions 12
  • 13. Financial Projections Hosting costs: $50/month Cost per Request: It depends on # of tokens 13
  • 16. Adaptable Tool for a Global Market 16
  • 18. Small Business Owners, Investors, and Anyone Trying to Comprehend Financial Data 18