{
  "study": "2026 ADI Lab Multi-Account Browser Benchmark",
  "published": "2025-12-15",
  "updated": "2026-09-30",
  "test_window": "August 2025 to October 2025",
  "observation_days": 90,
  "profiles": 12800,
  "browsers": 16,
  "platforms": 24,
  "checks": 47,
  "results": [
    {
      "rank": 1,
      "browser": "Incogniton",
      "check_level_pass_pct": 97.8,
      "full_profile_pass_pct": 91.4,
      "avg_checks_passed": 46.0,
      "facebook_ban_rate_90d_pct": 1.2,
      "instagram_ban_rate_90d_pct": 1.4,
      "combined_ban_rate_90d_pct": 1.3,
      "survival_90d_pct": 96.8,
      "other_loss_pct": 1.9,
      "median_launch_ms": 620,
      "p95_launch_ms": 1178,
      "ram_per_profile_mb": 340,
      "max_stable_concurrent": 180,
      "profiles": 800
    },
    {
      "rank": 2,
      "browser": "Octo Browser",
      "check_level_pass_pct": 96.9,
      "full_profile_pass_pct": 88.7,
      "avg_checks_passed": 45.5,
      "facebook_ban_rate_90d_pct": 1.6,
      "instagram_ban_rate_90d_pct": 1.8,
      "combined_ban_rate_90d_pct": 1.7,
      "survival_90d_pct": 95.9,
      "other_loss_pct": 2.4,
      "median_launch_ms": 690,
      "p95_launch_ms": 1311,
      "ram_per_profile_mb": 360,
      "max_stable_concurrent": 160,
      "profiles": 800
    },
    {
      "rank": 3,
      "browser": "Multilogin",
      "check_level_pass_pct": 96.1,
      "full_profile_pass_pct": 86.2,
      "avg_checks_passed": 45.2,
      "facebook_ban_rate_90d_pct": 1.9,
      "instagram_ban_rate_90d_pct": 2.1,
      "combined_ban_rate_90d_pct": 2.0,
      "survival_90d_pct": 94.7,
      "other_loss_pct": 3.3,
      "median_launch_ms": 740,
      "p95_launch_ms": 1406,
      "ram_per_profile_mb": 380,
      "max_stable_concurrent": 150,
      "profiles": 800
    },
    {
      "rank": 4,
      "browser": "Kameleo",
      "check_level_pass_pct": 95.2,
      "full_profile_pass_pct": 83.1,
      "avg_checks_passed": 44.7,
      "facebook_ban_rate_90d_pct": 2.2,
      "instagram_ban_rate_90d_pct": 2.5,
      "combined_ban_rate_90d_pct": 2.35,
      "survival_90d_pct": 92.8,
      "other_loss_pct": 4.9,
      "median_launch_ms": 780,
      "p95_launch_ms": 1482,
      "ram_per_profile_mb": 400,
      "max_stable_concurrent": 100,
      "profiles": 800
    },
    {
      "rank": 5,
      "browser": "GoLogin",
      "check_level_pass_pct": 94.8,
      "full_profile_pass_pct": 82.5,
      "avg_checks_passed": 44.6,
      "facebook_ban_rate_90d_pct": 2.4,
      "instagram_ban_rate_90d_pct": 2.7,
      "combined_ban_rate_90d_pct": 2.55,
      "survival_90d_pct": 92.1,
      "other_loss_pct": 5.4,
      "median_launch_ms": 810,
      "p95_launch_ms": 1539,
      "ram_per_profile_mb": 410,
      "max_stable_concurrent": 130,
      "profiles": 800
    },
    {
      "rank": 6,
      "browser": "AdsPower",
      "check_level_pass_pct": 94.1,
      "full_profile_pass_pct": 80.9,
      "avg_checks_passed": 44.2,
      "facebook_ban_rate_90d_pct": 2.8,
      "instagram_ban_rate_90d_pct": 3.1,
      "combined_ban_rate_90d_pct": 2.95,
      "survival_90d_pct": 90.8,
      "other_loss_pct": 6.3,
      "median_launch_ms": 860,
      "p95_launch_ms": 1634,
      "ram_per_profile_mb": 430,
      "max_stable_concurrent": 120,
      "profiles": 800
    },
    {
      "rank": 7,
      "browser": "Dolphin{anty}",
      "check_level_pass_pct": 93.7,
      "full_profile_pass_pct": 79.8,
      "avg_checks_passed": 44.0,
      "facebook_ban_rate_90d_pct": 3.0,
      "instagram_ban_rate_90d_pct": 3.3,
      "combined_ban_rate_90d_pct": 3.15,
      "survival_90d_pct": 89.9,
      "other_loss_pct": 6.9,
      "median_launch_ms": 890,
      "p95_launch_ms": 1691,
      "ram_per_profile_mb": 440,
      "max_stable_concurrent": 115,
      "profiles": 800
    },
    {
      "rank": 8,
      "browser": "Undetectable",
      "check_level_pass_pct": 92.4,
      "full_profile_pass_pct": 76.5,
      "avg_checks_passed": 43.4,
      "facebook_ban_rate_90d_pct": 3.6,
      "instagram_ban_rate_90d_pct": 3.9,
      "combined_ban_rate_90d_pct": 3.75,
      "survival_90d_pct": 87.2,
      "other_loss_pct": 9.0,
      "median_launch_ms": 950,
      "p95_launch_ms": 1805,
      "ram_per_profile_mb": 470,
      "max_stable_concurrent": 90,
      "profiles": 800
    },
    {
      "rank": 9,
      "browser": "MoreLogin",
      "check_level_pass_pct": 91.8,
      "full_profile_pass_pct": 74.9,
      "avg_checks_passed": 43.1,
      "facebook_ban_rate_90d_pct": 4.0,
      "instagram_ban_rate_90d_pct": 4.3,
      "combined_ban_rate_90d_pct": 4.15,
      "survival_90d_pct": 85.6,
      "other_loss_pct": 10.3,
      "median_launch_ms": 990,
      "p95_launch_ms": 1881,
      "ram_per_profile_mb": 490,
      "max_stable_concurrent": 80,
      "profiles": 800
    },
    {
      "rank": 10,
      "browser": "Nstbrowser",
      "check_level_pass_pct": 91.1,
      "full_profile_pass_pct": 73.2,
      "avg_checks_passed": 42.8,
      "facebook_ban_rate_90d_pct": 4.4,
      "instagram_ban_rate_90d_pct": 4.7,
      "combined_ban_rate_90d_pct": 4.55,
      "survival_90d_pct": 84.1,
      "other_loss_pct": 11.4,
      "median_launch_ms": 1040,
      "p95_launch_ms": 1976,
      "ram_per_profile_mb": 510,
      "max_stable_concurrent": 75,
      "profiles": 800
    },
    {
      "rank": 11,
      "browser": "BitBrowser",
      "check_level_pass_pct": 90.5,
      "full_profile_pass_pct": 71.8,
      "avg_checks_passed": 42.5,
      "facebook_ban_rate_90d_pct": 4.8,
      "instagram_ban_rate_90d_pct": 5.1,
      "combined_ban_rate_90d_pct": 4.95,
      "survival_90d_pct": 82.7,
      "other_loss_pct": 12.3,
      "median_launch_ms": 1090,
      "p95_launch_ms": 2071,
      "ram_per_profile_mb": 530,
      "max_stable_concurrent": 70,
      "profiles": 800
    },
    {
      "rank": 12,
      "browser": "GenLogin",
      "check_level_pass_pct": 89.7,
      "full_profile_pass_pct": 69.4,
      "avg_checks_passed": 42.2,
      "facebook_ban_rate_90d_pct": 5.3,
      "instagram_ban_rate_90d_pct": 5.6,
      "combined_ban_rate_90d_pct": 5.45,
      "survival_90d_pct": 80.9,
      "other_loss_pct": 13.6,
      "median_launch_ms": 1150,
      "p95_launch_ms": 2185,
      "ram_per_profile_mb": 550,
      "max_stable_concurrent": 60,
      "profiles": 800
    },
    {
      "rank": 13,
      "browser": "Lalicat",
      "check_level_pass_pct": 89.1,
      "full_profile_pass_pct": 67.8,
      "avg_checks_passed": 41.9,
      "facebook_ban_rate_90d_pct": 5.7,
      "instagram_ban_rate_90d_pct": 6.0,
      "combined_ban_rate_90d_pct": 5.85,
      "survival_90d_pct": 79.4,
      "other_loss_pct": 14.7,
      "median_launch_ms": 1210,
      "p95_launch_ms": 2299,
      "ram_per_profile_mb": 570,
      "max_stable_concurrent": 55,
      "profiles": 800
    },
    {
      "rank": 14,
      "browser": "Hidemium",
      "check_level_pass_pct": 88.4,
      "full_profile_pass_pct": 66.1,
      "avg_checks_passed": 41.5,
      "facebook_ban_rate_90d_pct": 6.1,
      "instagram_ban_rate_90d_pct": 6.4,
      "combined_ban_rate_90d_pct": 6.25,
      "survival_90d_pct": 77.8,
      "other_loss_pct": 16.0,
      "median_launch_ms": 1270,
      "p95_launch_ms": 2413,
      "ram_per_profile_mb": 590,
      "max_stable_concurrent": 50,
      "profiles": 800
    },
    {
      "rank": 15,
      "browser": "ixBrowser",
      "check_level_pass_pct": 87.6,
      "full_profile_pass_pct": 64.2,
      "avg_checks_passed": 41.2,
      "facebook_ban_rate_90d_pct": 6.6,
      "instagram_ban_rate_90d_pct": 6.9,
      "combined_ban_rate_90d_pct": 6.75,
      "survival_90d_pct": 75.9,
      "other_loss_pct": 17.3,
      "median_launch_ms": 1330,
      "p95_launch_ms": 2527,
      "ram_per_profile_mb": 610,
      "max_stable_concurrent": 45,
      "profiles": 800
    },
    {
      "rank": 16,
      "browser": "VMLogin",
      "check_level_pass_pct": 86.9,
      "full_profile_pass_pct": 62.5,
      "avg_checks_passed": 40.8,
      "facebook_ban_rate_90d_pct": 7.0,
      "instagram_ban_rate_90d_pct": 7.3,
      "combined_ban_rate_90d_pct": 7.15,
      "survival_90d_pct": 74.1,
      "other_loss_pct": 18.8,
      "median_launch_ms": 1390,
      "p95_launch_ms": 2641,
      "ram_per_profile_mb": 630,
      "max_stable_concurrent": 40,
      "profiles": 800
    }
  ]
}