ModelCap

Current AI model comparison

Exact identities · public evidence

InclusionAI

Ling 3.1 Flash

Position

#35

Index

71.6

Estimated

6 reported rows against measured corpus ladders (82%); global-corpus-prior over 213 held-out anchors (19%); shrunk 4.4 toward the measured corpus

Comparison side 1

Meta

Muse Spark Open

Position

#16

Index

79.5

Estimated

publisher-corpus-prior over 213 held-out anchors (19%); launch card against 5 resolved peers on 11 rows (81%); exceeds every named peer on 3 of 11 rows; optimism haircut 0 from cross-lab-probe; shrunk 0.9 up toward the measured corpus

Comparison side 2

Output / 1M

$0.225

vs $4.25

Context

262K

vs 1M

Weights

Open weights

vs Gated access