Insights
Derived from 11,160 matches across 247 processed 2026 events · TBA data · APEX APEX · updated 2026-07-20 23:49 UTC
FRCinsights uses AI-assisted experimental analytics. Predictions, rankings, ratings, and insights are not guaranteed to be accurate and should not be treated as official results or professional advice. Data may be incomplete, delayed, miscategorized, or incorrect. FRCinsights is a new project under active development, and accuracy will improve over time.
Top APEX teams
Highest overall estimated contribution.
- 11690Orbit442.4apex
- 2254The Cheesy Poofs437.9apex
- 31114Simbotics423.1apex
- 44414HighTide418.9apex
- 51323MadTown Robotics409.1apex
- 61678Citrus Circuits409.1apex
- 72056OP Robotics404.1apex
- 827Team RUSH396.1apex
- 96329The Bucks' Wrath391.8apex
- 107769The CREW385.4apex
Fastest improving
Largest positive momentum vs season baseline.
- 12367Lancer Robotics541.5mom
- 22262Robo-Panthers463.5mom
- 35454Obsidian437.5mom
- 44509Mechanical Bulls435.5mom
- 57907Spartan Robotics434mom
- 610043Conscius Robotics428mom
- 74065Nerds of Prey427mom
- 82383Ninjineers426.5mom
- 95538Vikingbots415.5mom
- 105010Tiger Dynasty409mom
Most consistent
Lowest match-to-match variance among rated teams.
- 1818The Steel Armadillos72cons
- 22231OnyxTronix70cons
- 31073The Force Team69cons
- 42137The Oxford RoboCats66cons
- 510002BotBuilders66cons
- 66152Robo-Falcons64cons
- 71498The Polar Pilots64cons
- 81038Lakota Robotics64cons
- 95193Pantheon63cons
- 102181GEARS61cons
Strongest events
Events with the highest top-end APEX field.
- 1Galileo Division265.9
- 2Curie Division265
- 3Hopper Division260.4
- 4Daly Division255.1
- 5Newton Division247.6
- 6FIRST California Northern State Championship247.6
- 7Archimedes Division244.9
- 8Milstein Division239.1
Biggest upsets
Largest wins by the lower-rated alliance.
Closest matches
Smallest final-score margins.
Highest-scoring matches
Most combined points across both alliances.
Prediction confidence
Distribution of model win-probability confidence across processed matches.
Data-quality warnings
68 rated teams currently fall below the reliable-sample threshold.
- Einstein FieldIncomplete results, some matches not yet scored
- FIRST Ontario Provincial ChampionshipIncomplete results, some matches not yet scored
- FIRST in Michigan State ChampionshipIncomplete results, some matches not yet scored
- New England FIRST District ChampionshipIncomplete results, some matches not yet scored
- FIRST In Texas District ChampionshipIncomplete results, some matches not yet scored
- ISR District Event #4Incomplete results, some matches not yet scored
- ISR District Event #3Incomplete results, some matches not yet scored
Model limitations
What these insights cannot yet tell you.
- Contributions are statistical estimates, not measured robot capabilities.
- Early-season teams may have too few matches for a stable rating.
- Defense and specific game tasks are inferred indirectly from scores.
- Upsets reflect rating gaps, not narrative or mechanical context.