Season signals
Insights
Derived from 11,174 matches across 259 processed 2026 events · TBA data · APEX APEX · updated 2026-08-21 02:48 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.
- 14414HighTide331.1apex
- 2254The Cheesy Poofs317.3apex
- 31678Citrus Circuits309.3apex
- 49483Overcharge304.0apex
- 51690Orbit292.2apex
- 67769The CREW287.3apex
- 71323MadTown Robotics286.8apex
- 827Team RUSH286.4apex
- 91114Simbotics283.8apex
- 102056OP Robotics275.2apex
Fastest improving
Largest positive momentum vs season baseline.
- 12367Lancer Robotics541.5mom
- 22262Robo-Panthers463.5mom
- 35454Obsidian437.5mom
- 44509Mechanical Bulls435.5mom
- 57907Spartan Robotics434.0mom
- 610043Conscius Robotics428.0mom
- 74065Nerds of Prey427.0mom
- 82383Ninjineers426.5mom
- 95538Vikingbots415.5mom
- 105010Tiger Dynasty409.0mom
Most consistent
Lowest match-to-match variance among rated teams.
- 110452RoboLions67.0cons
- 22231OnyxTronix66.0cons
- 34085Technical Difficulties66.0cons
- 41498The Polar Pilots63.0cons
- 56152Robo-Falcons62.0cons
- 6308Monsters62.0cons
- 710173Minot Syber-Sentinels62.0cons
- 81038Lakota Robotics61.0cons
- 91884Griffins61.0cons
- 1010234TEDRA60.0cons
Strongest events
Events with the highest top-end APEX field.
- 1Galileo Division263.3
- 2Curie Division262.3
- 3Hopper Division256.6
- 4Daly Division250.2
- 5Newton Division246.5
- 6FIRST California Northern State Championship243.8
- 7Archimedes Division242.7
- 8Milstein Division235
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
78 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.