PDF / Images / Audio / Documents

Transform unstructured files
into structured data.

Upload any document. Get back markdown, embeddings, metadata, thumbnails, and a searchable index.

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Your team spends 7 weeks building file infrastructure.

diagnostics

Fragmented extraction

You stitch together Reducto, Gemini, Whisper, and OpenAI. Each has its own SDK, auth, and error handling.

No unified output

Extraction gives you raw text. You still need embeddings, metadata, thumbnails, and a search index. That's 4 more pipelines.

No state machine

Processing fails at 2 AM. No retries, no status tracking, no webhooks. You build a queue system from scratch.

One upload. Five structured outputs.

Upload any file. Roset routes it to the right provider and produces every variant your app needs.

upload/transform/variants

Readable

Clean markdown from any document. PDFs, images, audio — structure preserved, ready for LLMs.

Searchable

Vector embeddings + full-text search index. Hybrid search and RAG-ready out of the box.

Complete

Metadata, thumbnails, and processing state — all tracked with lineage back to the source file.

From file to structured data in 4 steps.

Step 1

Upload

roset.upload(file) — any PDF, image, DOCX, or audio file.

Step 2

Transform

Roset routes to the right provider. Reducto for docs, Gemini for images, Whisper for audio.

Step 3

Get variants

Markdown, embeddings, metadata, thumbnails, searchable index — all tracked with lineage.

Step 4

Query

Search files, ask questions with RAG, or embed a portal in your app.

Stop building file infrastructure.

From $5/month. 500 pages included. Set up in 5 minutes.

ROSET