AI Investing Insights Platform
How we helped a US-based investment startup turn complex earnings reports into AI-powered insights.
Services
Product Discovery
Product Design
Web Development
AI Integration
Quality Assurance
Project Management
Tired Banker is an investment platform created for people who want to understand companies without digging through long and confusing earnings reports. The product uses AI to break down financial information into something quicker to read and easier to use.
Uptech joined the project in January 2023. The founders already had a strong idea: take ten years of reports from S&P 500 companies and turn them into a product that helps people research stocks in a more practical way.
Our role was to help bring that idea to life. Another goal was to avoid the usual cold finance look and create something people would enjoy coming back to. We worked on the web product, design, and overall user experience. On top of that, we added AI features to the platform. The cooperation resulted in a successful product launch and a strong foundation for future growth.
Frontend
Webflow
JavaScript
Backend / Integrations
Node.js
REST API
QA / Delivery
Manual QA
Cross-browser testing
AI / Data Processing
OpenAI GPT-4
Python
Prompt Engineering
Analytics / Product Tools
Google Analytics
Hotjar

"Our experience with Uptech is absolutely fantastic. All of their team members are straightforward, guiding us through each step of the project while quickly learning the nuances of our business. They met our project deadline and particularly amazed us with their design skills, as they created visually stunning interfaces that perfectly captured user and business needs."
Sunil Rajaraman
CEO & Founder, Earning Reports
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Earnings reports matter, but most people do not want to spend their evening reading fifty pages of finance language and footnotes. The challenge was to turn that material into something comprehensible without stripping away the meaning.
Solution
We used AI to pull out the main points and present them in plain language. Users could get the story faster, then open the full report if they wanted more detail.
Users may try AI once, but they will not stay if the answers feel random or shallow. In a financial product, trust is everything. The platform needed responses that felt steady and relevant.
Solution
We spent time refining how the system answered questions and summarized data. The goal was simple: fewer empty phrases, more concrete takeaways people could actually use.
A lot of investing products look serious, grey, and overloaded with charts. The founders wanted a product with more character, something people would remember after the first visit.
Solution
We went in a different direction and built a retro-inspired interface with a lighter feel. It stood out visually, but still kept the product easy to navigate.
The client did not want to spend a year polishing assumptions in private. They wanted to launch, see how people used the product, and improve from there.
Solution
We kept the first version focused on the core experience and moved quickly. That helped the team get to market sooner and start learning from real behavior.
Each report is turned into a short recap that people can read in minutes. Instead of sorting through pages of text, users get the main updates, financial signals, and notable changes in a much simpler format.


Every company has its own page with historical reports, key takeaways, and AI-generated insights in one place. Users can review past performance faster without jumping between multiple sources and tabs.

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The platform brings together data from major public companies across the S&P 500. Users can explore a wide range of businesses inside one product instead of searching for reports one by one.

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The interface moves away from the usual heavy finance style. A retro visual direction gives the product more personality and makes research feel less dry, especially for first-time users.


Users can move from one company to another in a few clicks and compare information faster. This saves time during research and helps spot interesting opportunities without a slow manual process.

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10 years of earnings reports
organized into a simpler, searchable product experience.
500+ public companies
covered through S&P 500 historical data.
Minutes instead of hours
to review company updates and key takeaways.
Successful product launch
with AI features fully integrated into the web platform.
Standout market presence
Retro design helped the product look different from typical finance tools.
Made with ❤️📈 at Uptech
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