# Sandbox Wireframe Notes

This wireframe is a first-pass demo concept for the governed evaluation workspace behind **Kaggle for Regulated Industries**.

## Screen intent

The screen is designed to feel like an actual review surface for:

- validation teams
- compliance teams
- oversight and approval stakeholders
- technical evaluators running controlled comparisons

It is not a marketing illustration. It is meant to read as a credible software workspace.

## Layout logic

### Left rail

The left rail holds the evaluation sequence:

1. Benchmark setup
2. Submissions
3. Results
4. Controlled review
5. Evidence package

This keeps the product grounded in a governed workflow instead of a generic leaderboard.

### Main workspace

The center column shows the core operating surfaces:

- benchmark configuration
- submission intake normalization
- results matrix across runs
- role-based controlled review
- evidence package composition

This is where the product proves it is more than model scoring. It is a regulated decision environment.

### Right decision panel

The right column compresses the approval state into a single review surface:

- current run
- checklist status
- FDA / EU / retention logic
- final recommendation and export actions

This gives the page a clear answer to the buyer question: "What decision does this system help me make?"

## Labeling choices

The labels are intentionally operational:

- `Benchmark setup` instead of `Create challenge`
- `Submission intake` instead of `Upload model`
- `Controlled review` instead of `Comments`
- `Evidence package` instead of `Report`
- `Decision output` instead of `Summary`

That keeps the product aligned with compliance, validation, and oversight language.

## Visual principles

- light background
- thin rules
- no decorative shadows
- restrained blue / teal / amber accents only when state matters
- hierarchy comes from spacing and grouping, not ornament

The goal is clarity first, not visual drama.