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Transform Raw Data IntoRAG-Ready Intelligence

The no-code platform that converts your files into perfectly chunked, embedded, and indexed data—ready for your AI applications.

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Raw Files

PDFs, DOCX, TXT, CSV, HTML, Markdown—upload any format

RAG-Ready

Optimized chunks with embeddings, ready for vector databases

Complete Transformation Pipeline

Click any capability to learn more about how Sanera.ai processes your data

How It Works

Our streamlined pipeline handles the complexity of data transformation, from raw files to production-ready vectors—so you can focus on building your AI applications.

File IngestionStep 01 • Multiple Formats
File Ingestion visual

File Ingestion

Upload your raw documents in any format—PDF, DOCX, TXT, CSV, HTML, or Markdown. Our intelligent parser extracts clean text while preserving document structure and metadata.

  • Support for 6+ file formats including PDF, DOCX, and more
  • Automatic text extraction with layout awareness
  • Metadata and structure preservation
  • Batch processing for large document sets
  • Encoding detection for international documents
Smart ChunkingStep 02 • Optimized Strategies
Smart Chunking visual

Smart Chunking

Choose from multiple chunking strategies optimized for different use cases. Character-based for speed, token-based for LLM compatibility, semantic for meaning preservation, or structural for document hierarchy.

Vector EmbeddingsStep 03 • Provider Agnostic
Vector Embeddings visual

Vector Embeddings

Generate high-quality embeddings using your preferred provider—OpenAI, Azure OpenAI, or local models. Built-in caching ensures efficient processing at scale.

Quality AnalysisStep 04 • Optimize Performance
Quality Analysis visual

Quality Analysis

Real-time quality metrics help you optimize your chunking strategy. Compare different approaches side-by-side and iterate until you achieve the perfect configuration.

Export & DeployStep 05 • Production Ready
Export & Deploy visual

Export & Deploy

Export to JSONL, CSV, or Parquet files, or push directly to your vector database. Support for Pinecone, Weaviate, Qdrant, Milvus, Chroma, and Elasticsearch.

Production-Grade Architecture

Built on battle-tested technologies for scale and reliability

Next.jsFastAPIPostgresRedisMinIOBullMQPrismaDocker

Ready to Build Better RAG?

Join the future of intelligent data transformation. Get in touch to learn more.

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