AvaRich

Finance chatbot supporter helps to provide an optimal investment strategy to startups

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Inspiration

In Tunisia, poverty and unemployment remain persistent challenges, affecting countless families and individuals. Witnessing the economic struggles firsthand, we felt a strong desire to create a solution that could empower people to manage their finances better and build a brighter future. The alarming statistics of poverty-related suicides and financial instability drove us to innovate and take action.

What it does

AvaRich is a mobile application that acts as a personal AI financial coach. It provides users with personalized financial strategies, real-time data insights, and adaptive learning based on user behavior. AvaRich helps individuals track their expenses, optimize budgets, and receive tailored financial education to improve their financial literacy and stability.

How we built it

  • Frontend – We designed an intuitive and user-friendly mobile app interface that simplifies financial data input.
  • Backend – AvaRich leverages Python for data preprocessing and connects to real-time APIs for live financial data extraction.
  • AI Model– We fine-tuned OLLAMA on financial datasets to ensure accurate and dynamic financial recommendations based on Hexabot.
  • Architecture – A RAG (Retrieval-Augmented Generation) system powers AvaRich’s learning mechanism, continuously evolving based on user input and financial trends.
  • Prototype – Our working prototype includes app code and a workflow powered by Hexabot.

Challenges we ran into

Network Connection Speed:

  • Data Complexity – Processing and integrating diverse financial data in real-time was a significant challenge.
  • AI Fine-Tuning – Training the AI to deliver relevant and personalized recommendations required extensive testing and iterations.
  • User Experience – Designing an app that is simple enough for individuals with limited financial knowledge yet powerful enough for entrepreneurs was a delicate balance.
  • Resource Constraints – As a small team, managing time and development resources while ensuring high-quality outputs was challenging.
  • Time Constraints

Accomplishments that we're proud of

  • Successfully developing a small prototype that demonstrates AvaRich’s core capabilities.
  • Fine-tuning the AI model to accurately analyze and recommend financial strategies.
  • Building an inclusive solution that caters to students, freelancers, and individuals with limited financial literacy.
  • Creating a project that directly addresses a critical societal issue and offers tangible solutions.

What we learned

  • Hexabot – I learned to use Hexabot, an open-source platform that allows you to build smooth conversational AI. With Hexabot, I could create, customize, and deploy powerful AI chatbots and agents. Its intuitive builder and support for extensions and integrations enhanced AvaRich, adding advanced AI capabilities to the project.
  • AI Integration – We gained valuable insights into AI model training and real-time data extraction.
  • User-Centric Design – Crafting personalized financial solutions taught us the importance of user feedback and iterative design.
  • Team Collaboration – Working closely as a team helped us enhance our project management and communication skills.

What's next for AvaRich

  • Expanded Features – Integrating investment recommendations, credit score analysis, and partnership opportunities for users.
  • Community Building – Creating a community feature where users can collaborate, share tips, and access mentorship from financial experts.
  • Launch and Scaling – Preparing AvaRich for public launch and scaling the platform to reach a wider audience across Tunisia and beyond.
  • Enhanced AI – Further refining our AI models to provide deeper, more accurate financial insights and predictions.
  • Automated Investment Recommendations based on market trends
  • Community Forums where users can share financial tips and success stories
  • Banking and Loan Integrations for seamless financial management

AvaRich is just the beginning of a journey towards financial empowerment. We believe this app can be a catalyst for change, inspiring individuals to take control of their finances and build lasting wealth. We integrated the API of Hexabot into our mobile application AvaRich.

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