An example review · Ashe, bot lane, ranked solo
One death, frame by frame
This is a real moment from a real reviewed game, shown the way Leaguio Coach shows it. The match record says Ashe died at 20:10. The recording says why. Every line under a frame is measured by the vision models on that exact frame; the coach's text only points at what is there.
20:10 · numbers-disadvantage · positioning-in-fight · map-awareness
Walked into a 5-man mid with Nasus split
At VOD 1190s you were in mid at 99% HP with Volibear, MonkeyKing, Twitch, Anivia and Lux all visible within 0.19 map of you, while Nasus was 0.45 away bot and Katarina 0.48 away top. Six seconds later you were at 60% and you died at 1200s.
The storyboard
Six frames, read left to right and down. The first four are the approach and the decision, chosen by the coach. The last two the server adds to every death: the first frame where a quarter of the health is gone, and the last frame alive. Boxes are the champions the frame is about; the column beside the minimap names who is where, and a dashed ? is an enemy's last seen position.
1 -20s · 97% HP
2 -10s
3 -4s
Anivia is on top of you and Twitch is 3s out.
4 the decision · 99% HP
5 taking damage · 60% HP
HP 99% to 60% in 6s, anivia and twitch close to you.
6 the death · 34% HP
Last frame alive, HP 34%, anivia, twitch within reach.
Why it went wrong
All five enemies were on screen or on the minimap in one cluster, and only Seraphine and Viego were near you. That is a 3v5 by position, and Ashe has no escape once Anivia and Twitch close.
The lesson
When the CV shows all five enemies grouped within 0.2 of you and two of your team are in side lanes, hold behind your minions and only fire from max range until Nasus and Katarina have arrived.
What the evidence rests on
- VOD 1190s: all five enemies visible within 0.19 map, Nasus 0.45 away, Katarina 0.48 away, your HP 99%
- VOD 1196s: Anivia visible 0 away, Twitch closing ~3s, your HP 60%
- VOD 1200s: Twitch 0.05 away, death
How this was made
The recording came from the Leaguio desktop app, which records ranked games on its own and uploads them. Vision models read every second of the footage: where each champion is on screen and on the minimap, the player's health bar, the camera. The match record from Riot supplies the deaths, the gold swings and the objectives. A coaching model reads the two together, picks the moments worth a lesson, and writes the text. The server then builds the storyboard from the footage, and drops any line of the coach's that the footage contradicts.
The clocks of the match record and the recording drift apart by several seconds mid-game. This death was pinned to the footage, not the record, which is why the last frame alive is at 34% and not a full-health Ashe standing in lane.
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