---
path: /studio/isis/model-quality-assessment
surface: studio
domain: isis
auth: signed-in + studio entitlement (NOT AAA-gated)
source: apps/oshun/web/src/app/studio/isis/model-quality-assessment/page.tsx
status: walked
last_walked:
  '2026-05-29 automated runtime walk (Playwright headless) — render, /v1 data
  (2xx), console/page-errors, expected content, screenshot verified; live
  screen-reader, touch, offline, and telemetry-delivery checks pending a manual
  AT pass. Evidence: WALKTHROUGH/results/runtime-sweep-2026-05-29.md; body
  re-derived 2026-06-03 from current source (lane-console architecture)'
---

# Isis Model Quality Assessment

## Purpose

Admin §24.9 release-gate lane console: it runs an asset's delivery signals
through the real 3d-quality-gates release-gate evaluator for a chosen use-case,
returning a pass/fail decision, a passed/total score, per-check findings, and
remediation actions. All reads and assessments flow through
`/v1/admin/isis/model-quality`; it is admin-scoped and fails closed.

## Entry points

- Sibling quick-action from `/studio/isis/model-comparison`
- Studio index (`/studio`)
- Direct URL / bookmark

## Layout regions

`page.tsx` mounts `<ShellLayout active="studio">` (no breadcrumb panel) and three
panels: the workspace, the Route Map, and sibling quick-actions.

- **Header**: shell header
- **Workspace panel** (`data-isis-model-quality-assessment-workspace`):
  - `<h1>` (`WorkspaceHeading`) "Isis Model Quality Assessment Workspace"
  - Summary paragraph (`data-quality-summary`)
  - Assess form (`data-quality-form`)
  - Assessment list (`data-quality-assessments`, each
    `data-quality-assessment=<assessmentId>`); empty state
    `data-quality-assessments-empty`
- **Route Map panel** (`data-isis-model-quality-assessment-route-map`): `<h2>Route
  Map</h2>` over `STUDIO_ISIS_MODEL_QUALITY_ASSESSMENT_ROUTE_MAP` (5 entries)
- **Sibling quick-actions panel**: `/studio/isis/model-comparison`, `/studio`

## States

- [ ] **Loading** — `data-quality-loading`
- [ ] **Unauthorized** — 401/403 admin-scope fail-closed;
      `data-quality-unauthorized`
- [ ] **Error** — non-OK or malformed response; `data-quality-error`
- [ ] **Ready (form)** — response present; use-case select populated; form + list
      render
- [ ] **Result** — after an assess POST, `data-quality-result` shows
      `data-quality-decision`/`data-quality-verdict`, `data-quality-signals`, and
      failed checks (`data-quality-failed` / `data-quality-failed-check`);
      malformed signals JSON → `data-quality-json-invalid`

## Interactions

### Assess form (`data-quality-form`)

- [ ] **Assessment id** (`data-quality-assessmentid`, text input)
- [ ] **Use-case** (`data-quality-usecase`, `<select>` from the gate templates;
      selecting one loads its all-pass template)
- [ ] **Delivery signals (JSON)** (`data-quality-signals`, `<textarea>` — prefilled
      with an all-pass template; degrade fields to model the asset)
- [ ] **Assess** (`data-quality-assess`, button) — disabled until valid;
      `POST /v1/admin/isis/model-quality`

### Route Map

- [ ] **Route-map articles** ×5

### Sibling quick-actions

- [ ] **Open Isis Model Comparison workspace** → `/studio/isis/model-comparison`
- [ ] **Back to Studio workspace index** → `/studio`

## Data & contracts

- **Reads**: `GET /v1/admin/isis/model-quality` (gate templates per use-case +
  prior assessments)
- **Writes**: `POST /v1/admin/isis/model-quality` (evaluate signals against the
  release gate; returns decision, passed/total score, findings, remediation)
- **Realtime**: none
- **Caching**: client fetch on mount, `cache: 'no-store'`, `buildBffAuthHeaders()`
- **Auth/role check**: admin-scoped, fail-closed (401/403); route gated on
  signed-in + studio entitlement
- **Component sources**:
  - `apps/oshun/web/src/components/studio/StudioIsisModelQualityAssessmentWorkspace.tsx`
  - `apps/oshun/web/src/components/studio/StudioIsisModelQualityAssessmentRouteMap.ts`

## Cross-references

- Studio overview: [`../../studio-overview.md`](../../studio-overview.md)
- Sibling routes:
  - [`studio-isis-model-comparison.md`](./studio-isis-model-comparison.md)
  - [`studio-isis-benchmarking.md`](./studio-isis-benchmarking.md)
  - [`studio-isis-automated-quality-scoring.md`](./studio-isis-automated-quality-scoring.md)

## Open questions / known gaps

- [ ] No breadcrumb on this route — navigation is via sibling quick-actions