Multilingual answers grounded in peer-reviewed research
Welcome Screen
Clean interface with topic categories, suggested questions, and dark mode. Users can start querying immediately after login.
Multilingual Support
Switch between English, Spanish, and Portuguese. The entire UI adapts — navigation, labels, and the AI responds in the selected language.
Interfaz en Español
Full Spanish localization including navigation, topic categories, and system messages. The platform supports researchers across Latin America and Europe.
Natural Language Queries
Users ask questions in natural language: "¿Cuáles son los efectos de los aceites esenciales en la salud intestinal de los pollos de engorde?"
Intelligent Search Pipeline
Hybrid search combining vector similarity (PGVector) + full-text search with Reciprocal Rank Fusion. Real-time progress shown to users.
Grounded Answers with Citations
GPT-4o synthesizes answers citing specific papers using IEEE [N] format. Every claim is traceable to its source. The AI responds in the user's language.
Complete Answer with Source References
Full-length synthesized answer in Spanish with inline [N] citations, followed by expandable source cards showing paper metadata and matching excerpts.
Document Library
12 scientific papers processed with Docling (IBM). Each card shows title, authors, year, chunk count, and processing status with completion badges.
Paper Details & Metadata
Expandable paper detail modal with extracted metadata: authors, year, journal, DOI, page/chunk counts, and abstract — all auto-extracted during PDF ingestion.
Subscription Plans
Three tiers: Free (5 queries/day), Student ($9.99 — 50 queries, figure analysis), Pro ($29.99 — unlimited). Stripe-powered billing with upgrade/downgrade support.
Architecture
Frontend
React 19 with TypeScript
Vite build tool
Tailwind CSS 4
React Router
TanStack Query
Backend
FastAPI + Uvicorn
Celery task queue
SQLAlchemy 2.0 async ORM
Alembic migrations
SSE streaming
Database & Storage
PostgreSQL 16 + PGVector
3072-dim embeddings (HNSW)
Redis (cache + broker)
MinIO / S3 storage
AI & Processing
OpenAI text-embedding-3-large
GPT-4o for synthesis
Docling (IBM) PDF parser
GPT-4o Vision for figures
Hybrid search (Vector + FTS + RRF)
RAG Scientific
Bringing AI to scientific research in Animal Production
