Inspiration
StratGen was inspired by the struggles many entrepreneurs face in developing comprehensive business strategies. Small businesses often lack the resources to hire consultants or spend hours researching market trends. I wanted to create a tool that simplifies this process, providing tailored strategies through the power of AI
What it does
StratGen is an AI-powered business strategy generator that allows users to input their business challenges, target audience, and preferences. It uses GPT-2 to generate detailed strategy reports and creates PowerPoint presentations to visually represent the strategies, making them easier to share with stakeholders.
How I built it
To bring StratGen to life, I used:
NVIDIA AI Workbench for a streamlined development environment. Python for handling strategy generation logic. Transformers library to integrate the GPT-2 model. React to build a dynamic and interactive user interface. Python-pptx to generate visual strategy reports in PowerPoint format.
Challenges I ran into
Several challenges arose during development:
Fine-tuning GPT-2 to produce business-relevant outputs took a lot of experimentation. Building a user-friendly input system while ensuring valid data entry required balancing. Formatting the PowerPoint slides to look professional took extra time. Integrating the React frontend with the Python backend involved managing state and ensuring smooth communication. Working Alone on this project.
Accomplishments that I proud of
I’m proud of the fully functional StratGen platform, which empowers users to generate tailored business strategies and transform them into professional presentations. Overcoming challenges like model fine-tuning and frontend-backend integration was a rewarding process.
What I learned
This project deepened my understanding of:
Fine-tuning AI models for specific use cases. Building seamless frontend-backend interactions using React and Python. Enhancing user experiences with meaningful input validation and professional design elements. Also, the understanding and usage of Nvidia AI Workbench.
What's next for Stratgen
Future updates will include:
Enhanced AI Models: Incorporating more advanced models like GPT-3 or GPT-4. Customizable Templates: Allowing users to create and customize their own templates for more visually appealing presentations. Web Interface: Transitioning to a fully-fledged web application for improved accessibility. User Feedback System: Integrating a feedback loop for continuous model improvements based on user insights.
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