Production-grade RAG, ETL, and metered crawler prep

Turn messy company data into AI-ready search.

Upload files or run authorized crawls. RAG Prep Cloud extracts, cleans, chunks, embeds, meters, and hosts searchable knowledge bases for LLM and RAG pipelines.

$5+

crawler entry plan

Metered

credits and usage visibility

API

search-ready pipeline

Pipeline Preview

Project: Company Knowledge Base

Launch-ready path
1

Upload files or crawl websites

2

Extract and normalize text

3

Chunk content for retrieval

4

Create embeddings

5

Store vectors and metadata

6

Search through dashboard or API

Workflow

From raw documents and crawled pages to RAG-ready search.

Step 1

Upload files or crawl websites

Step 2

Extract and normalize text

Step 3

Chunk content for retrieval

Step 4

Create embeddings

Step 5

Store vectors and metadata

Step 6

Search through dashboard or API

Launch Features

Built as a paid, metered crawler + RAG prep platform.

Permission-respecting production crawler

Clean Markdown, JSON, and CSV export

RAG quality scoring and recrawl change detection

Metered credits and paid advanced feature gates

Owner console for traffic, users, payments, and crawler health

Help/glossary layer for customers and operators

Pricing

Start with crawling. Upgrade into RAG.

Crawler only

Starter Crawl

Lightweight permission-respecting crawler access for small research and RAG prep jobs.

$5

/month

1,000 included crawler credits

  • Metered crawler access
  • JSON/CSV/Markdown exports
  • Basic crawl history
  • Credit-pack upgrades

Growth Crawl

For heavier website collection, clean Markdown output, and paid advanced crawler controls.

$15

/month

Higher monthly crawler credit allowance

  • More crawler credits
  • Change detection
  • RAG quality scores
  • Advanced paid feature gates

RAG + ETL services

Small Business

Upload, clean, chunk, embed, and search business knowledge.

$25

/month

RAG + ETL starter

  • Crawler included
  • Document uploads
  • Hosted vector search
  • API access

Enterprise

For teams that need scale, connectors, API usage metering, and operational controls.

$100

/month

Higher limits and controls

  • Contracted limits
  • ETL pipeline support
  • Future Snowflake connector
  • Team and API controls

Crawler add-on

Crawl authorized websites, collect pages, and export cleaned content or push it into a hosted RAG project.

BYOK or managed AI

Technical customers can bring provider keys. Simpler customers can use managed AI credits with limits.

API-ready search

Host chunks, vectors, and metadata so customers can search from the dashboard or external apps.