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AI Integration & LLM Features

I help you add AI to your product in a way that's actually useful: a chatbot that answers from your own content, a custom assistant, automation, or search that understands meaning. I build things that hold up with real users, not just demos.

Real-World Expertise

  • In WidgIq, the assistant only answers from the customer's own content: pages crawled from their website with Firecrawl, short written snippets, and uploaded files like PDF, Word, Excel, and CSV. Owners can add, edit, or delete anything and the assistant stays in sync.
  • I built three answer modes so customers can trade speed for accuracy. Standard rewrites the question using recent chat history and runs a vector search. Smart adds keyword search and reranking. Advanced checks whether the results really cover the question, and if not, runs one more targeted search.
  • Answers stream in word by word, in the visitor's own language. If the AI can't help, a contact form button shows up right in the chat.
  • Visitors can rate any answer with a thumbs up or down, and every week WidgIq points out what people are asking about most, so owners know what to fix or add.
  • In BeBetter.ai, I used the Gemini API for mock interviews, resume analysis, and career feedback, with Inngest running the heavy AI work in the background.

Tech Stack

OpenAI APIGemini APIRAGpgvectorVector SearchEmbeddingsPrompt EngineeringFirecrawlInngestNext.jsTypeScripttRPCNode.jsDrizzle ORMPostgreSQLVercel AI SDK

What You Get

Chatbots That Answer From Your Own ContentSearch That Understands Meaning, Not Just KeywordsA Contact Form Handoff When the AI Can't HelpLive Streaming Replies in Your Visitor's LanguageCustom AI Assistants and Automation

Got something you want built?

I'll build it properly, start to finish, a polished, production-ready product — and if my experience can improve the idea along the way, I'll speak up.

Related Services

Full-Stack Web Development

Your whole product built by one person, from the database to the live site.

Performance Optimization

Faster pages, smaller bundles, fewer wasted requests.

Frontend Development

Interfaces that are fast, easy for everyone to use, and easy to update.

Backend Systems & API Development

Reliable APIs and data models that grow with your product.

Maintenance & Support

Keep your product running without hiring a full-time developer.

Cloud Deployment & DevOps

Get your app live, secure, and easy to redeploy.

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