Unstructured vs WhyHow (2026)
Updated April 29, 2026
Overview
Unstructured is the leading data-ingestion platform for RAG and AI apps, converting 65+ file formats (PDFs, DOCX, HTML, images, emails) into clean structured outputs ready for LLMs. Free open-source library plus a hosted Serverless API and Enterprise Platform with no-code UI, RBAC, SOC 2/HIPAA/GDPR support.
WhyHow provides tools for building and querying knowledge graphs from unstructured text using LLMs.
Key features
Core capabilities each platform advertises.
- Ingests 65+ file formats: PDFs, DOCX, PPTX, HTML, images, emails
- Table and form extraction preserving structure
- Chunking strategies optimized for RAG (page, section, semantic)
- API + SDK access with cloud or self-hosted deployment
- Enterprise-grade compliance: SOC 2, HIPAA, GDPR, RBAC
Strengths and tradeoffs
What each tool does well, and the limitations to keep in mind.
Pros
- Generous free tier — 15,000 pages on Serverless API with no expiration
- Supports 65+ file formats, the broadest in the space
- Enterprise-ready: RBAC, audit, SOC 2, HIPAA, GDPR
- No-code UI option alongside API for non-engineers
- Battle-tested in Fortune 500 production RAG stacks
Cons
- Volume-based pricing climbs quickly at high scale
- Pay-as-you-go to Business upgrade requires sales contact
- May be over-engineered for simple use cases
- Self-hosted setup is more complex than hosted alternatives
Pros
- Specialized focus on knowledge graphs for RAG optimization
- Open-source approach with community-driven development
- Native integration with vector databases for seamless Graph RAG
- Supports multiple file formats including PDF, CSV, JSON, and TXT
- Small, focused team able to move quickly and iterate
Cons
- Very limited public information about pricing and product details
- Small team (9 employees) may limit support and feature development
- Relatively new company (founded 2024) with less proven track record
- SDK and some features still in development
- Limited enterprise adoption evidence
What people are saying
The no-code Platform and connector ecosystem allow this product to scale easily in an enterprise environment.
Read full reviewUnstructured or WhyHow — which should you choose?
Choose Unstructured if you wantChoose if you want
- Enterprise document ingestion pipelines feeding RAG systems
- Financial and legal document processing at scale
- Healthcare record digitization with HIPAA compliance
- Knowledge base + intranet search ingestion
- Fine-tuning dataset preparation from messy corpora
Choose WhyHow if you wantChoose if you want
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