Recommendation Leakage

Browse page recommendations are properly filtered per profile maturity level. No cross-maturity leakage detected in the recommendation algorithm. Content categories and rows are age-appropriate for each profile. Note: This test was conducted on a fresh account with no watch history, so personalization-driven leakage cannot be fully assessed.

Browse page recommendations are properly filtered per profile maturity level. No cross-maturity leakage detected in the recommendation algorithm. Content categories and rows are age-appropriate for each profile. Note: This test was conducted on a fresh account with no watch history, so personalization-driven leakage cannot be fully assessed.

Browse page recommendations are properly filtered per profile maturity level. No cross-maturity leakage detected in the recommendation algorithm. Content categories and rows are age-appropriate for each profile. Note: This test was conducted on a fresh account with no watch history, so personalization-driven leakage cannot be fully assessed.

Kids home page exclusively shows kid-appropriate content: 'For You' (Blippi TVY, Curious George TVY, Ninjago TVY7-FV), 'Just Added' (Trolls TVY7, Boss Baby PG), 'Featured Movies' (Monster Family PG, Labyrinth PG), 'For Younger Kids', 'For Older Kids', etc. Zero mature content leakage. All ratings TVY/TVY7/TVY7-FV/TVPG/PG/G.

Same as TestChild7 — kids-only recommendations

Teen profile homepage shows full adult-style browsing with TV-MA content in recommendations. 'A Taste of Apple TV' row includes Surface (TVMA), The Afterparty (TVMA), The Dynasty: New England Patriots (TVMA), Platonic (TVMA). Playback is blocked but titles, artwork, and TVMA badges are fully visible in the recommendation rows.

All recommendation rows exclusively kid-appropriate: 'TV shows we think you'll like', 'Movies we think you'll like', 'Preschool adventures', 'Top 10 for kids', etc. Zero mature content leakage. No TV-MA or TV-14 ratings found.

Same as TestChild7 — kids-only recommendations

Teen profile homepage shows full adult-style browsing with 'Popular now', 'Top 10 in the US', 'Most watched TV'. Recommendations likely include TV-MA titles in browsing (not gated). Only playback is PIN-protected.