AI-powered frame-by-frame analysis of 38,078 frames across 5 races and 10.6 hours of F1TV broadcast. Every second of every race analyzed for team visibility, driver identification, and Cadillac brand presence.
The Cadillac Spotlight tab drills into the team's on-air footprint — screen-time per race, appearance density across the broadcast, highlight reels, and how Cadillac stacks up against the rest of the grid. Beyond the visuals, each race broadcast was transcribed end-to-end and scanned for every time the commentary booth mentioned Cadillac or its drivers, surfacing those broadcaster conversations as a timestamped record of how the team showed up in the narrative — not just on screen.
Season aggregate
Fraction of total air time
Snapshot frames across the 2026 season
Each number = seconds a team appeared on screen in that 10-minute window. Darker = more seconds, lighter = fewer seconds.
Grouped by race, showing each team's camera time
Snapshot frames across all 5 races
Percentage of total air time
| Team | Australia | China | Japan | Miami | Canada | Season Total | Season % |
|---|
Total seconds on screen across all races
Based on detection count relative to race frames
| Driver | Australia | China | Japan | Miami | Canada | Season Total |
|---|
Frames where Cadillac appeared on screen
Cadillac share per race
Appearances per 10-minute window throughout each race
How Cadillac stacks up against established teams
% of broadcast per race over the season