Inspiration

Businesses need smarter, task‑oriented chatbots that go beyond FAQs and integrate seamlessly with e‑commerce and service workflows.

What it does

Enables quick creation of embeddable AI chatbots that handle product search, cart management, purchases, support queries, and lead capture—all in a single conversational flow.

How we built it

A FastAPI-based microservices backend (authentication, training, analytics) connects to a JavaScript widget that auto-adapts to any site, powered by a Knowledge Adapter for structured and unstructured data ingestion.

Challenges we ran into

Balancing ease of setup with deep customization, ensuring high-precision retrieval from diverse data sources, and building a lightweight widget that fits any frontend without conflicts.

Accomplishments that we're proud of

  • Functional PoC ingesting CSVs, JSON, PDFs, and Markdown into our knowledge engine.
  • Embeddable widget tested across multiple sites.
  • Stripe payments and email notifications integrated for monetization.

What we learned

Microservices offer flexibility for swapping LLM providers; content-aware chunking dramatically improves answer relevance; and automated styling detection makes embedding painless.

What's next for Knowledge-Pro

Develop multilingual support, advanced analytics dashboards, A/B testing tools, and enterprise integrations to evolve the PoC into a full-featured MVP.

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