Modular by Design

Six Modules.
One Pipeline.

Every stage of your RAG pipeline — from document ingestion to production APIs — with explicit control and visibility at each step.

1
Ingest

Connect Knowledge at Scale

Bring in files and knowledge sources with repeatable ingestion workflows built for growing teams.

What You Can Configure

  • Extracts text, tables, figures, and page images — not just raw text
  • Reads PDFs, scans, images, DOCX, and more, with confidence scores
  • Batch ingest with job visibility and operational traceability
2
Index

Index Knowledge with Precision

Choose from multiple chunking strategies and embedding workflows to structure your data for accurate retrieval.

What You Can Configure

  • Nine chunking strategies, from fixed to structure-aware
  • Embedding model flexibility across providers
  • Dense, sparse, and hybrid indexing support
3
Retrieve

Retrieve What Matters

Deliver accurate, contextually relevant answers by controlling how context is selected and ranked at query time.

What You Can Configure

  • Hybrid search — semantic and keyword retrieval fused for better recall
  • Bring your own reranker to sharpen the top results
  • Fine-grained relevance and top-k controls
4
Reason

Orchestrate High-Quality Responses

Guide response generation with explicit prompt logic and context controls to improve consistency and trust.

What You Can Configure

  • Prompt templates aligned to business tasks
  • Context assembly tuned for answer reliability
  • Model flexibility without lock-in
5
Eval

Measure What Actually Works

Compare RAG configurations using real queries, metrics, and human feedback.

What You Can Configure

  • A/B testing pipelines
  • Accuracy and relevance scoring
  • Human-in-the-loop evaluation
6
Serve

Deploy and Operate at Scale

Expose capabilities through APIs and operate your retrieval stack with confidence.

What You Can Configure

  • API-first delivery for product teams
  • Latency-aware architecture
  • Governance and operational controls

Ready to build with control?

Join teams using Noesia to build production-grade document intelligence with explicit pipeline control.