Inspiration: Facing 40-page contracts and unreadable prescriptions that eat hours and invite errors.
What it does: Drag-and-drop any doc or image; ProBridge spits out a plain-language summary, instant translations, quizzes, and a Q&A chat.
How we built it: Flask backbone, PyMuPDF extractor, in-memory OCR fallback, OpenAI for simplify/translate, lightweight React front.
Challenges we ran into: Noisy phone photos, keeping latency under 3 s, and encrypting user data without bloating the stack.
Accomplishments we're proud of: Full MVP in 24 h, flawless mixed-file handling, smooth pharmacy and legal demos, zero crashes.
What we learned: Tuned pipelines trump brute force, clear UX copy earns trust, early security wins pay off.
What's next for ProBridge AI: PowerPoint export, dark mode, voice read-outs, mobile capture, SOC 2 certification.


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