Saturn

Dual RAG + QRSPI

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Saturn

Dual RAG + QRSPI

Intelligent document analysis, powered by dual RAG and stage-gated workflows.

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Preview

Frontend Phase 1 scaffold

Dark application shell included

Ready for auth and API wiring next

Saturn frontend preview.

2026 build track.

Product Story

Saturn treats retrieval and reasoning as a managed workflow

The public site introduces the system plainly, while the product itself is built around evidence handling, stage progression, and shared review.

Built for mixed evidence

Saturn exists for teams that need internal documents, public filings, and structured financial data to live in one analysis workflow.

Designed for checkpoints

The platform assumes serious work needs stages, amendments, and explicit criteria rather than one-shot model output.

Shaped like an operator tool

The UI biases toward clarity, provenance, and fast scanning, with visual structure that supports dense information over marketing gloss.

Technology overview

The frontend is planned against a REST API and wraps the platform in a Next.js application with route groups for public, auth, and app experiences.

Next.js App Router with a public marketing shell and a terminal-inspired workspace shell.
Tailwind CSS and shadcn-style primitives for consistent tokens, interaction states, and fast scaffolding.
React Query and form tooling pre-installed so Phase 2+ can wire in auth, data, and polling with minimal churn.

Phase roadmap fit

The current frontend slice is intentionally infrastructure-heavy.

phase 1

Theme system, layouts, public pages, and app-shell routing.

next phases

Auth, proxy routes, orgs, projects, document ingestion, search, and pipeline visualizations all slot into this structure without replacing the presentation layer.