§Beyond ChatGPT Wrappers: Real AI Integration
Anyone can put a chat box on a website and call it 'AI-powered'. Real integration means weaving intelligence into your product's core workflows — from intelligent search and personalized recommendations to automated document processing and predictive analytics.
§Our AI Toolkit
We pick tools based on the specific problem, not the marketing material. Our toolkit spans the full spectrum of modern AI development.
- OpenAI GPT-4o for complex reasoning and generation tasks
- Google Gemini for multimodal (text + image) workflows
- Vercel AI SDK for seamless streaming UI integration
- Pinecone / pgvector for vector embeddings and semantic search
- LangChain for orchestrating multi-step AI pipelines
- Whisper API for speech-to-text capabilities
§RAG Systems: Making AI Know Your Business
Retrieval-Augmented Generation (RAG) is the secret to making AI actually useful for your specific domain. Instead of relying on a model's frozen training data, RAG lets the AI query your own knowledge base in real time — giving accurate, up-to-date, and grounded answers.
§AI UX: Designing for Trust and Delight
The best AI feature is one users don't realize is AI — they just feel like the product is magical. We apply specific UX principles when designing AI-powered interactions: progressive disclosure, confidence indicators, graceful fallbacks, and always keeping the human in control.
- Show AI uncertainty with confidence scores, not confident hallucinations
- Stream responses for a live, responsive feel
- Provide edit-and-regenerate controls for AI-generated content
- Implement feedback loops to improve model performance over time
The Mantra Devs Team
@mantradevsWe are a team of engineers, designers, and product thinkers based in Kathmandu, Nepal. We build digital products that scale — from healthcare platforms to commerce experiences. If you want to work with us or just want to geek out about tech, we would love to hear from you.