Scholiad's AI advisor features — CV gap analysis, CV tailoring suggestions, cover-letter feedback, research-statement review, portfolio coherence audit, and venue discovery among them — are architecturally separable from the core job-matching catalog. Institutional contracts include a per-institution toggle that disables AI advisor features for every student account provisioned under the institution's seat license.
When AI advisor features are disabled, students retain full access to the matching catalog, posting alerts, saved searches, and application tracking. Only the AI advisor features gate off. This is enforced at the application layer (a config flag on the institution record; downstream UI gates consume it; test coverage enforces the gating) — not the marketing layer.
The relevant institutional comparison is not AI-assisted review versus none. Researchers who want AI feedback on job materials can find it off-platform, where the institution has no visibility. When AI advisor features are enabled under an institutional contract, that use is observable, bounded to source-cited feedback on the researcher's own draft, and fully audit-trailed. Disabling the features via the per-institution toggle removes that institutional visibility — it does not remove a researcher's access to general-purpose AI elsewhere.
Contract · ai_advisor_enabled = falseIllustrative
Matching catalogdiscovery · alerts · saved searchesAvailable
Application trackingcycle dashboards · status ledgerAvailable
CV gap analysisposting-derived; conditional framingGated off
Cover-letter feedbackstructural review of authored draftsGated off
Research-statement reviewwriting-center-style coherence passGated off