Overview
IngestSearch & RAGEnrich

Turn any content into
AI-ready data

Documents, videos, web pages, podcasts — Data Engine transforms them all into structured, searchable, AI-ready data. Over 15 formats supported.

Every content source. One pipeline.

Connect your content sources. Data Engine handles extraction, transcription, chunking, and embedding automatically.

Video

Connect channels or upload files. Every video automatically transcribed, chunked, and searchable.

  • Channel connect with auto-discovery
  • AI-powered transcription
  • Metadata extraction
  • Batch processing

Web Scraping

Intelligent extraction from any web page. Dynamic content support with automatic metadata parsing.

  • Dynamic page rendering
  • Intelligent content extraction
  • Metadata parsing
  • Batch URL processing

Files

Upload documents, spreadsheets, images, code, and archives. Support for 15+ file formats up to 1GB.

  • PDF/DOCX/EPUB/Excel/CSV
  • Images with OCR
  • Code files
  • ZIP/TAR archives

RSS & Atom Feeds

Subscribe to feeds with automatic deduplication. New content ingested as it publishes.

  • Auto-dedup via timestamp
  • Live feed monitoring
  • Concurrent multi-feed processing
  • Article extraction

Podcasts

Audio download and AI transcription from podcast feeds. Episode metadata preserved.

  • Feed URL ingestion
  • Automatic audio download
  • AI-powered transcription
  • Episode metadata

Audio & Video Files

Upload media files directly. Automatic transcription pipeline for any audio or video format.

  • Direct file upload
  • Automatic transcription
  • Chunking and embedding
  • Format detection

The processing pipeline

Every piece of content flows through the same reliable pipeline. Real-time status streaming lets you watch progress as it happens.

UploadSend content via API or UI
QueueDistributed task queue
FetchDownload from source
TranscribeAI speech-to-text
NormalizeExtract clean text
ChunkSplit into passages
EmbedGenerate vectors
StoreIndex for search

Turn your video library into a searchable knowledge base

Every training video, product demo, webinar, and interview — searchable by content, not just title. Connect a channel and Data Engine handles the rest.

Hundreds of hours of video are uploaded every minute across platforms — most of it unsearchable. Until now.

1

Video URL

Paste a link or connect a channel

2

Auto-Discovery

Finds every video in the channel

3

AI Transcription

Transcribes speech in any language

4

Chunking

Splits transcripts into semantic chunks

5

Searchable

Every word indexed and queryable

Your data, organized and governed

The Content Library gives you full control over your ingested data. Search, filter, edit metadata, control visibility, and manage content at scale.

Upload guide|Edit & metadata|Manage content

Search & Filter

Full-text search by title, content, type, status

Edit Metadata

Title, author, tags, publication date, custom fields

Visibility Control

Toggle content in search, in chat, or both

Bulk Operations

Update or delete multiple items at once

API-first. Integrate in minutes.

Every ingestion capability is available via REST API. Upload files, trigger scraping, and manage content programmatically.

View API documentation and examples

Frequently asked questions

Most documents and web pages are processed within seconds to a few minutes. Large batches, media files requiring transcription, or very large documents may take longer. You can monitor ingestion status in real time from the Data Engine dashboard.
Individual file uploads support up to 1GB. For larger content needs, contact us — Enterprise plans support custom limits and bulk ingestion pipelines.
When you ingest a video or audio source, Data Engine automatically downloads the media, runs AI-powered transcription, and chunks the transcript for semantic search. Timestamps are preserved so search results can link back to the exact moment in the content.
Yes. RSS, Atom, and podcast feeds are monitored continuously. When new content publishes, Data Engine ingests and processes it automatically. Deduplication ensures the same item is never processed twice.

Start ingesting your content today

Connect your sources and let Data Engine handle the rest — extraction, transcription, chunking, and embedding, all automated.

Get Started