Each hero below has its own review box again. Use the loss patterns as replay topics first, then compare against the stronger pattern before changing the build.
Venator - Survivability/timing issue: Vitality timing appears tied to the losing pattern.
Warden - Economy/item tempo issue: the pattern is defined by lower total spend at a key midgame timing.
Haze - Spirit path issue: review whether Spirit buying reached a real power spike or became scattered.
Mina - Spirit path issue: review whether Spirit buying reached a real power spike or became scattered.
Seven - Spirit path issue: review whether Spirit buying reached a real power spike or became scattered.
Drifter - Economy/item tempo issue: the pattern is defined by lower total spend at a key midgame timing.
Silver - Economy/item tempo issue: the pattern is defined by lower total spend at a key midgame timing.
Wraith - Spirit path issue: review whether Spirit buying reached a real power spike or became scattered.
No clear item-timing split showed up for these heroes yet, so review item timing and replay context first.
Lady Geist, Lash, Apollo, Celeste, Paradox, Vyper
These heroes have a readable item-timing pattern to compare in replays.
Matches tested: 50
Review note: Survivability/timing issue: Vitality timing appears tied to the losing pattern.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 64% | 14 purchases | 24:55 | |
| 57% | 17 purchases | 22:15 | |
| 56% | 30 purchases | 25:50 | |
| 54% | 9 purchases | 33:41 | |
| 50% | 12 purchases | 21:35 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 8% | 12 purchases | 26:30 | |
| 22% | 9 purchases | 1:00 | |
| 30% | 16 purchases | 28:51 | |
| 39% | 28 purchases | 13:57 | |
| 40% | 27 purchases | 23:18 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 56% win rate | 16 matches | 26 kills | |
| 69% win rate | 13 matches | 21 kills | |
| 56% win rate | 16 matches | 19 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 37% win rate | 19 matches | 16 deaths | |
| 41% win rate | 17 matches | 13 deaths | |
| 43% win rate | 14 matches | 11 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| No overlap in the top picks. | |||
Matches tested: 50
Review note: Economy/item tempo issue: the pattern is defined by lower total spend at a key midgame timing.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 79% | 21 purchases | 9:05 | |
| 78% | 18 purchases | 13:29 | |
| 71% | 17 purchases | 29:25 | |
| 70% | 20 purchases | 13:50 | |
| 70% | 25 purchases | 10:43 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 46% | 29 purchases | 10:43 | |
| 52% | 30 purchases | 18:00 | |
| 53% | 30 purchases | 5:59 | |
| 53% | 29 purchases | 24:38 | |
| 55% | 39 purchases | 14:01 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 80% win rate | 15 matches | 23 kills | |
| 62% win rate | 16 matches | 35 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 40% win rate | 15 matches | 16 deaths | |
| 40% win rate | 15 matches | 16 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 67% win rate | 21 matches | 29 kills / 15 deaths |
Matches tested: 50
Review note: Spirit path issue: review whether Spirit buying reached a real power spike or became scattered.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 72% | 16 purchases | 17:47 | |
| 71% | 13 purchases | 23:01 | |
| 70% | 16 purchases | 23:14 | |
| 65% | 23 purchases | 22:03 | |
| 64% | 21 purchases | 14:31 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 38% | 18 purchases | 29:48 | |
| 39% | 11 purchases | 18:19 | |
| 47% | 25 purchases | 20:39 | |
| 48% | 17 purchases | 28:04 | |
| 49% | 11 purchases | 15:54 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 65% win rate | 17 matches | 33 kills | |
| 60% win rate | 15 matches | 34 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 44% win rate | 18 matches | 7 deaths | |
| 56% win rate | 16 matches | 18 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 53% win rate | 19 matches | 39 kills / 13 deaths |
Matches tested: 50
Review note: Spirit path issue: review whether Spirit buying reached a real power spike or became scattered.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 60% | 16 purchases | 29:03 | |
| 60% | 13 purchases | 25:51 | |
| 58% | 12 purchases | 8:59 | |
| 58% | 35 purchases | 23:32 | |
| 57% | 35 purchases | 23:45 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 31% | 10 purchases | 28:50 | |
| 47% | 35 purchases | 5:22 | |
| 48% | 32 purchases | 12:25 | |
| 48% | 16 purchases | 23:07 | |
| 52% | 33 purchases | 18:07 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 75% win rate | 12 matches | 33 kills | |
| 57% win rate | 14 matches | 32 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 33% win rate | 15 matches | 13 deaths | |
| 41% win rate | 17 matches | 12 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 42% win rate | 19 matches | 41 kills / 19 deaths |
Matches tested: 50
Review note: Spirit path issue: review whether Spirit buying reached a real power spike or became scattered.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 71% | 18 purchases | 24:01 | |
| 63% | 11 purchases | 20:22 | |
| 62% | 21 purchases | 25:39 | |
| 60% | 24 purchases | 14:51 | |
| 59% | 27 purchases | 6:02 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 44% | 29 purchases | 4:59 | |
| 44% | 13 purchases | 13:42 | |
| 48% | 23 purchases | 1:02 | |
| 49% | 15 purchases | 21:33 | |
| 50% | 40 purchases | 13:40 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 62% win rate | 16 matches | 30 kills | |
| 67% win rate | 15 matches | 27 kills | |
| 57% win rate | 14 matches | 30 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 38% win rate | 16 matches | 19 deaths | |
| 50% win rate | 16 matches | 16 deaths | |
| 38% win rate | 13 matches | 13 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| No overlap in the top picks. | |||
Matches tested: 50
Review note: Economy/item tempo issue: the pattern is defined by lower total spend at a key midgame timing.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 88% | 18 purchases | 31:03 | |
| 81% | 16 purchases | 30:05 | |
| 80% | 25 purchases | 3:52 | |
| 75% | 35 purchases | 15:25 | |
| 72% | 40 purchases | 1:05 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 56% | 9 purchases | 9:25 | |
| 59% | 33 purchases | 19:58 | |
| 60% | 45 purchases | 22:26 | |
| 61% | 33 purchases | 9:07 | |
| 61% | 34 purchases | 11:18 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 77% win rate | 13 matches | 33 kills | |
| 71% win rate | 14 matches | 26 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 50% win rate | 14 matches | 18 deaths | |
| 54% win rate | 13 matches | 18 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 59% win rate | 17 matches | 39 kills / 7 deaths |
Matches tested: 50
Review note: Economy/item tempo issue: the pattern is defined by lower total spend at a key midgame timing.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 67% | 21 purchases | 25:48 | |
| 65% | 14 purchases | 28:29 | |
| 63% | 42 purchases | 8:50 | |
| 62% | 20 purchases | 24:06 | |
| 62% | 23 purchases | 12:28 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 34% | 12 purchases | 6:13 | |
| 40% | 25 purchases | 23:43 | |
| 40% | 18 purchases | 15:17 | |
| 45% | 20 purchases | 24:37 | |
| 46% | 23 purchases | 19:00 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 60% win rate | 15 matches | 45 kills | |
| 69% win rate | 13 matches | 20 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 41% win rate | 17 matches | 20 deaths | |
| 38% win rate | 13 matches | 11 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 50% win rate | 28 matches | 62 kills / 28 deaths |
Matches tested: 50
Review note: Spirit path issue: review whether Spirit buying reached a real power spike or became scattered.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 96% | 16 purchases | 24:34 | |
| 92% | 13 purchases | 13:33 | |
| 83% | 13 purchases | 26:18 | |
| 79% | 18 purchases | 17:55 | |
| 78% | 32 purchases | 24:47 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 33% | 19 purchases | 14:10 | |
| 37% | 20 purchases | 18:06 | |
| 39% | 22 purchases | 17:05 | |
| 40% | 13 purchases | 9:59 | |
| 44% | 19 purchases | 9:18 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 92% win rate | 13 matches | 23 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 46% win rate | 13 matches | 6 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 62% win rate | 21 matches | 39 kills / 20 deaths | |
| 55% win rate | 20 matches | 21 kills / 17 deaths |
Matches tested: 50
Review note: Review this hero in replays before treating any pattern as causal.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 92% | 11 purchases | 23:13 | |
| 81% | 36 purchases | 14:05 | |
| 79% | 24 purchases | 2:58 | |
| 79% | 37 purchases | 22:55 | |
| 79% | 32 purchases | 24:27 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 68% | 16 purchases | 33:16 | |
| 70% | 16 purchases | 7:52 | |
| 70% | 10 purchases | 11:28 | |
| 72% | 18 purchases | 30:50 | |
| 73% | 30 purchases | 23:44 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 89% win rate | 19 matches | 35 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 71% win rate | 14 matches | 11 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 72% win rate | 18 matches | 52 kills / 16 deaths | |
| 73% win rate | 15 matches | 31 kills / 14 deaths |
Matches tested: 36
Review note: Review this hero in replays before treating any pattern as causal.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 90% | 10 purchases | 32:17 | |
| 85% | 20 purchases | 14:39 | |
| 85% | 20 purchases | 12:57 | |
| 85% | 20 purchases | 4:08 | |
| 83% | 16 purchases | 29:15 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 30% | 15 purchases | 5:13 | |
| 44% | 15 purchases | 28:22 | |
| 58% | 22 purchases | 1:50 | |
| 67% | 24 purchases | 6:58 | |
| 68% | 25 purchases | 22:29 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 69% win rate | 13 matches | 27 kills | |
| 80% win rate | 10 matches | 17 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 38% win rate | 8 matches | 13 deaths | |
| 50% win rate | 8 matches | 11 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 50% win rate | 14 matches | 37 kills / 8 deaths |
These heroes did not produce a clean item-timing split, so use their item lists as softer replay notes.
Matches tested: 27
Review note: Item timing/build path issue: review this pattern in replays before treating it as causal.
Pattern note: No clear item-timing split showed up for this hero, so this box leans on item timing instead of a main pattern.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 51% | 11 purchases | 13:22 | |
| 45% | 26 purchases | 2:30 | |
| 44% | 26 purchases | 10:12 | |
| 42% | 22 purchases | 22:50 | |
| 42% | 27 purchases | 7:17 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 36% | 14 purchases | 4:47 | |
| 38% | 17 purchases | 14:55 | |
| 39% | 22 purchases | 19:28 | |
| 40% | 15 purchases | 8:07 | |
| 40% | 26 purchases | 4:19 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 55% win rate | 11 matches | 15 kills | |
| 86% win rate | 7 matches | 13 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 0% win rate | 7 matches | 5 deaths | |
| 29% win rate | 7 matches | 10 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 45% win rate | 11 matches | 11 kills / 14 deaths |
Matches tested: 31
Review note: Item timing/build path issue: review this pattern in replays before treating it as causal.
Pattern note: No clear item-timing split showed up for this hero, so this box leans on item timing instead of a main pattern.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 58% | 10 purchases | 9:18 | |
| 55% | 11 purchases | 19:14 | |
| 54% | 22 purchases | 12:51 | |
| 51% | 24 purchases | 1:46 | |
| 51% | 26 purchases | 10:18 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 30% | 11 purchases | 29:46 | |
| 38% | 19 purchases | 10:22 | |
| 45% | 25 purchases | 19:33 | |
| 45% | 30 purchases | 3:38 | |
| 45% | 28 purchases | 7:26 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 50% win rate | 8 matches | 19 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 33% win rate | 9 matches | 7 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 36% win rate | 11 matches | 26 kills / 9 deaths | |
| 40% win rate | 10 matches | 17 kills / 14 deaths |
Matches tested: 20
Review note: Review this hero in replays before treating any pattern as causal.
Pattern note: No clear item-timing split showed up for this hero, so this box leans on item timing instead of a main pattern.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 55% | 21 purchases | 7:04 | |
| 55% | 21 purchases | 3:02 | |
| 54% | 23 purchases | 1:05 | |
| 54% | 17 purchases | 26:07 | |
| 54% | 13 purchases | 13:23 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 44% | 16 purchases | 13:50 | |
| 46% | 16 purchases | 12:36 | |
| 47% | 16 purchases | 10:33 | |
| 48% | 18 purchases | 6:58 | |
| 52% | 14 purchases | 12:32 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 80% win rate | 5 matches | 12 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 33% win rate | 6 matches | 3 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 55% win rate | 11 matches | 25 kills / 9 deaths | |
| 33% win rate | 12 matches | 18 kills / 12 deaths |
Matches tested: 20
Review note: Review this hero in replays before treating any pattern as causal.
Pattern note: No clear item-timing split showed up for this hero, so this box leans on item timing instead of a main pattern.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 80% | 10 purchases | 25:33 | |
| 78% | 9 purchases | 2:26 | |
| 78% | 9 purchases | 12:11 | |
| 70% | 20 purchases | 1:09 | |
| 69% | 19 purchases | 10:26 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 59% | 17 purchases | 7:00 | |
| 64% | 19 purchases | 14:29 | |
| 64% | 11 purchases | 6:32 | |
| 65% | 14 purchases | 24:00 | |
| 65% | 17 purchases | 22:49 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 86% win rate | 7 matches | 27 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 25% win rate | 4 matches | 2 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 60% win rate | 10 matches | 14 kills / 6 deaths | |
| 67% win rate | 9 matches | 9 kills / 3 deaths |
Matches tested: 27
Review note: Review this hero in replays before treating any pattern as causal.
Pattern note: No clear item-timing split showed up for this hero, so this box leans on item timing instead of a main pattern.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 84% | 17 purchases | 10:30 | |
| 82% | 16 purchases | 19:21 | |
| 80% | 18 purchases | 10:45 | |
| 74% | 15 purchases | 3:48 | |
| 72% | 24 purchases | 1:04 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 57% | 17 purchases | 9:15 | |
| 62% | 14 purchases | 5:28 | |
| 64% | 19 purchases | 20:03 | |
| 64% | 20 purchases | 5:27 | |
| 65% | 19 purchases | 10:38 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 73% win rate | 11 matches | 15 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 50% win rate | 8 matches | 6 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 70% win rate | 10 matches | 22 kills / 9 deaths | |
| 70% win rate | 10 matches | 17 kills / 11 deaths |
Matches tested: 22
Review note: Review this hero in replays before treating any pattern as causal.
Pattern note: No clear item-timing split showed up for this hero, so this box leans on item timing instead of a main pattern.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 97% | 15 purchases | 23:12 | |
| 95% | 10 purchases | 25:26 | |
| 93% | 15 purchases | 11:38 | |
| 91% | 18 purchases | 8:35 | |
| 89% | 19 purchases | 14:07 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 80% | 13 purchases | 8:16 | |
| 82% | 19 purchases | 3:03 | |
| 84% | 13 purchases | 4:34 | |
| 85% | 22 purchases | 10:49 | |
| 85% | 22 purchases | 1:04 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 89% win rate | 9 matches | 15 kills | |
| 100% win rate | 7 matches | 23 kills | |
| 83% win rate | 6 matches | 21 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 71% win rate | 7 matches | 13 deaths | |
| 71% win rate | 7 matches | 8 deaths | |
| 50% win rate | 4 matches | 3 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| No overlap in the top picks. | |||
Use these hero boxes as replay checklists. The patterns are signals, not proof: compare the losing pattern games against the stronger pattern games before changing the whole build. Treat items listed under watch carefully as possible already-hard-game buys before treating them as the cause.