From raw data
to context for your AI.
Scanned PDFs, business Excel, legacy XML, undocumented APIs — Zparse parses, chunks and ships to your RAGs, agents and models. Without data slipping through the cracks.
Bad answers from your RAG?
It hasn’t seen half of your documents.
Vibe-coding frameworks are great for prototyping. They collapse in production — halfway between your Google Drive and your vector DB.
Three guarantees,
one infrastructure.
From your documents to your vector DB. Lossless.
Scanned PDFs, 14-sheet Excel files, legacy XML, SharePoint vaults, undocumented APIs. Zparse parses, chunks, enriches. Direct delivery to Qdrant, Weaviate, Pinecone, pgvector, Elasticsearch.
Native connectors to your existing systems — SharePoint, Google Drive, S3, SFTP, internal APIs.
Your pipeline, observable line by line.
Every document ingested. Every chunk created. Every embedding generated. Traced, logged, replayable.
No more sleepless nights debugging a hallucinating RAG. You see exactly what your AI saw — and what it missed.
Your AI stack, not ours.
Mistral for sovereignty. OpenAI for performance. Claude for reasoning. Local Llama for air-gap.
Zparse is agnostic by design. You plug in whatever you want. We keep nothing. We lock you into nothing.
What Zparse does that
your current tools don’t.
| Capability | LangChain / LlamaIndex | Unstructured.io | In-house Python script | Zparse |
|---|---|---|---|---|
| Fast prototyping | — | |||
| Production observability | — | partial | — | |
| All formats (even legacy) | partial | fragile | ||
| LLM agnostic | partial | partial | ||
| Zero permanent storage | — | — | ||
| EU hosting | — | — | ||
| On-premise deployment | complex | complex | ||
| Human support when it breaks | — | — | — |
Three AI stacks.
Three problems solved.
Recognize
one of these profiles?
Free until
your first customer.
- Unlimited mappings
- 1,000 executions / month
- 2 workflows
- 1 GB storage available
- Community support
- No credit card needed