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[remediate-2026-08-18] UX-S2 The product presents itself as a school-administration portal, not an AI learning platform #467

Description

@juan294

Evidence type: [inference]
Time horizon: After launch
Files: frontend/src/components/layout/AuthLayout.tsx:49-89, frontend/index.html:11, frontend/src/config/menuConfig.ts:45-172

What's happening: Every positioning surface (sign-in copy, meta description, sidebar groups) describes records administration; the AI tutoring suite — the entire cost base and differentiation — appears nowhere in the framing.

Why it matters: Presenting as a records portal sets the expectation of a low-frequency, low-engagement behavior rather than the high-frequency, habit-forming one the AI features are meant to drive.

Recommendation: Rewrite the value proposition and top-level IA around the AI capabilities; route first sign-in into a tutor session rather than the records dashboard.

Expected impact: Aligns first-run expectation with the differentiated capability.

Effort estimate: M

Finding ID: UX-S2

Source: docs/agents/pre-launch-report.md

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    strategicStrategic remediationuxUX and design systemwave-2-after-launchPost-launch remediation scope

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