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.
Lash - Survivability/timing issue: Vitality timing appears tied to the losing pattern.
Calico - Spirit path issue: review whether Spirit buying reached a real power spike or became scattered.
Infernus - Spike timing issue: the player often lost without a tier-4 item online by 20 minutes.
Mina - Spirit path issue: review whether Spirit buying reached a real power spike or became scattered.
Lady Geist - Survivability/timing issue: Vitality timing appears tied to the losing pattern.
Grey Talon - Spirit path issue: review whether Spirit buying reached a real power spike or became scattered.
Every modeled hero has a usable item-timing path.
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 |
|---|---|---|---|
| 66% | 17 purchases | 23:30 | |
| 60% | 28 purchases | 21:15 | |
| 58% | 28 purchases | 23:51 | |
| 56% | 37 purchases | 22:15 | |
| 54% | 46 purchases | 20:36 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 31% | 15 purchases | 19:52 | |
| 37% | 19 purchases | 25:03 | |
| 38% | 18 purchases | 19:30 | |
| 44% | 27 purchases | 12:43 | |
| 46% | 33 purchases | 1:33 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 53% win rate | 17 matches | 30 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 40% win rate | 15 matches | 22 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 48% win rate | 23 matches | 36 kills / 37 deaths | |
| 50% win rate | 18 matches | 37 kills / 38 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 |
|---|---|---|---|
| 59% | 14 purchases | 29:47 | |
| 58% | 28 purchases | 28:42 | |
| 57% | 31 purchases | 21:19 | |
| 54% | 24 purchases | 19:22 | |
| 54% | 13 purchases | 19:23 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 40% | 25 purchases | 26:29 | |
| 42% | 16 purchases | 3:13 | |
| 42% | 21 purchases | 25:23 | |
| 44% | 16 purchases | 33:23 | |
| 46% | 31 purchases | 15:17 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 53% win rate | 15 matches | 47 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 29% win rate | 14 matches | 27 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 57% win rate | 23 matches | 48 kills / 30 deaths | |
| 50% win rate | 18 matches | 24 kills / 10 deaths |
Matches tested: 50
Review note: Spike timing issue: the player often lost without a tier-4 item online by 20 minutes.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 63% | 13 purchases | 22:26 | |
| 62% | 18 purchases | 23:53 | |
| 60% | 15 purchases | 17:24 | |
| 55% | 35 purchases | 11:28 | |
| 55% | 27 purchases | 22:08 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 42% | 26 purchases | 17:34 | |
| 44% | 17 purchases | 13:29 | |
| 45% | 19 purchases | 18:28 | |
| 46% | 20 purchases | 10:14 | |
| 46% | 28 purchases | 8:27 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 59% win rate | 17 matches | 31 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 41% win rate | 17 matches | 24 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 57% win rate | 21 matches | 22 kills / 18 deaths | |
| 47% win rate | 19 matches | 28 kills / 22 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 |
|---|---|---|---|
| 93% | 14 purchases | 29:53 | |
| 84% | 12 purchases | 27:45 | |
| 84% | 13 purchases | 31:21 | |
| 81% | 28 purchases | 28:49 | |
| 80% | 14 purchases | 28:03 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 55% | 42 purchases | 8:04 | |
| 57% | 14 purchases | 3:39 | |
| 60% | 15 purchases | 4:09 | |
| 61% | 36 purchases | 13:53 | |
| 61% | 51 purchases | 1:04 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 75% win rate | 16 matches | 33 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 60% win rate | 15 matches | 23 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 64% win rate | 22 matches | 54 kills / 33 deaths | |
| 58% win rate | 19 matches | 37 kills / 21 deaths |
Matches tested: 50
Review note: Survivability/timing issue: Vitality timing appears tied to the losing pattern.
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 68% win rate | 22 matches | 35 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 55% win rate | 22 matches | 27 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 58% win rate | 26 matches | 37 kills / 24 deaths | |
| 52% win rate | 27 matches | 41 kills / 29 deaths |
Matches tested: 50
Review note: Spirit path issue: review whether Spirit buying reached a real power spike or became scattered.
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 61% win rate | 23 matches | 43 kills | |
| 59% win rate | 17 matches | 28 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 43% win rate | 21 matches | 20 deaths | |
| 47% win rate | 19 matches | 20 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 45% win rate | 22 matches | 76 kills / 22 deaths |
Matches tested: 50
Review note: Review this hero in replays before treating any pattern as causal.
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 100% | 10 purchases | 27:54 | |
| 92% | 24 purchases | 29:17 | |
| 89% | 9 purchases | 25:52 | |
| 85% | 12 purchases | 29:48 | |
| 84% | 17 purchases | 23:14 |
| Item | Win rate | Purchases | Median purchase time |
|---|---|---|---|
| 50% | 12 purchases | 20:28 | |
| 56% | 15 purchases | 23:31 | |
| 59% | 24 purchases | 1:00 | |
| 67% | 35 purchases | 10:01 | |
| 70% | 45 purchases | 5:44 |
| Enemy hero | Win rate | Matches | Kills |
|---|---|---|---|
| 73% win rate | 15 matches | 15 kills |
| Enemy hero | Win rate | Matches | Deaths |
|---|---|---|---|
| 40% win rate | 10 matches | 12 deaths |
| Enemy hero | Win rate | Matches | Kills / deaths |
|---|---|---|---|
| 71% win rate | 21 matches | 37 kills / 22 deaths | |
| 68% win rate | 19 matches | 34 kills / 15 deaths |
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.