ModelCap

Current AI model comparison

Exact identities · public evidence

ByteDance Seed

Seed 2.1 Turbo

Position

#18

Index

76.8

Estimated

global-corpus-prior over 185 held-out anchors (12%); launch card against 2 resolved peers on 3 rows (88%); exceeds every named peer on 1 of 3 rows; no cross-lab optimism probe available; shrunk 3.1 toward the measured corpus

Comparison side 1

Google

Gemma 4 31B

Position

#28

Index

69.8

Measured

3 public benchmark observations across 3 boards

Comparison side 2

Output / 1M

$2.50

vs $0.34

Context

262K

vs 262K

Weights

API only

vs Open weights