fedi-index: classifica dei modelli di IA su dati aperti
La nostra classifica dei modelli linguistici: voti di preferenza umana ed esecuzioni indipendenti di benchmark su un'unica scala, con l'incertezza e la scomposizione di ogni punteggio.
Dati in tempo reale di 2026-10 (ricalcolati ogni giorno) · Metodologia v1 · Metodologia · Storico · JSON
| # | Tier | Modello | fedi-index | Percentile | Preferito dalle persone | Risolve compiti | Qualità-prezzo | Fonti | Scomposizione del punteggio |
|---|---|---|---|---|---|---|---|---|---|
| 1 | S | 1.504 ±8 | 100,0 | 1.496 | 1.520 | +76◆ | AE | › | |
| 2 | S | 1.498 ±8 | 99,7 | 1.490 | 1.512 | +47 | AE | › | |
| 3 | S | 1.493 ±7 | 99 | 1.492 | 1.494 | +59 | AE | › | |
| 4 | A | 1.490 ±5 | 99 | 1.509 | — | — | A | › | |
| 5 | S | 1.484 ±7 | 99 | 1.479 | 1.492 | +33 | AE | › | |
| 6 | S | 1.476 ±5 | 98 | 1.492 | 1.452 | +41 | AE | › | |
| 7 | S | 1.472 ±7 | 98 | 1.477 | 1.464 | +84◆ | AE | › | |
| 8 | A | 1.471 ±22 | 98 | — | 1.499 | -10 | E | › | |
| 9 | S | 1.469 ±8 | 97 | 1.470 | 1.468 | +74 | AE | › | |
| 10 | S | 1.469 ±5 | 97 | 1.476 | 1.460 | +35 | AE | › | |
| 11 | S | 1.469 ±7 | 97 | 1.454 | 1.493 | +40 | AE | › | |
| 12 | S | 1.469 ±6 | 96 | 1.467 | 1.471 | +81 | AE | › | |
| 13 | S | 1.466 ±6 | 96 | 1.460 | 1.476 | +29 | AE | › | |
| 14 | S | 1.466 ±6 | 96 | 1.466 | 1.465 | +44 | AE | › | |
| 15 | S | 1.465 ±9 | 95 | 1.437 | 1.513 | +53 | AE | › | |
| 16 | A | 1.463 ±8 | 95 | 1.437 | 1.514 | +12 | AE | › | |
| 17 | A | 1.462 ±6 | 94 | 1.460 | 1.467 | +50 | AE | › | |
| 18 | A | 1.461 ±6 | 94 | 1.454 | 1.470 | +27 | AE | › | |
| 19 | A | 1.459 ±5 | 94 | 1.465 | 1.451 | +54 | AE | › | |
| 20 | A | 1.459 ±5 | 94 | 1.457 | 1.462 | +39 | AE | › | |
| 21 | A | 1.457 ±6 | 93 | 1.458 | 1.456 | +42 | AE | › | |
| 22 | A | 1.457 ±5 | 93 | 1.460 | 1.453 | +49 | AE | › | |
| 23 | A | 1.457 ±7 | 92 | 1.459 | 1.455 | +62 | AE | › | |
| 24 | A | 1.457 ±6 | 92 | 1.460 | 1.453 | +60 | AE | › | |
| 25 | A | 1.456 ±5 | 92 | 1.474 | — | +93◆ | A | › | |
| 26 | A | 1.456 ±5 | 91 | 1.458 | 1.453 | +68 | AE | › | |
| 27 | A | 1.453 ±7 | 91 | 1.440 | 1.476 | +38 | AE | › | |
| 28 | A | 1.452 ±7 | 91 | 1.455 | 1.449 | +58 | AE | › | |
| 29 | A | 1.449 ±7 | 90 | 1.453 | 1.444 | +39 | AE | › | |
| 30 | A | 1.449 ±15 | 90 | — | 1.473 | -32 | E | › | |
| 31 | A | 1.448 ±10 | 90 | 1.452 | 1.441 | +92◆ | AE | › | |
| 32 | A | 1.448 ±6 | 89 | 1.454 | 1.440 | +33 | AE | › | |
| 33 | A | 1.448 ±6 | 89 | 1.459 | 1.432 | +105◆ | AE | › | |
| 34 | A | 1.443 ±6 | 89 | 1.438 | 1.452 | +32 | AE | › | |
| 35 | A | 1.443 ±6 | 88 | 1.453 | 1.428 | +21 | AE | › | |
| 36 | A | 1.443 ±2 | 88 | 1.457 | — | +80 | A | › | |
| 37 | A | 1.442 ±5 | 88 | 1.453 | 1.427 | +45 | AE | › | |
| 38 | A | 1.440 ±5 | 87 | 1.436 | 1.446 | +35 | AE | › | |
| 39 | A | 1.440 ±2 | 87 | 1.454 | — | — | A | › | |
| 40 | A | 1.439 ±8 | 87 | 1.445 | 1.430 | — | AE | › | |
| 41 | A | 1.438 ±6 | 86 | 1.426 | 1.457 | +80 | AE | › | |
| 42 | A | 1.438 ±17 | 86 | — | 1.457 | -39 | E | › | |
| 43 | A | 1.437 ±4 | 86 | 1.440 | 1.434 | +57 | AE | › | |
| 44 | A | 1.437 ±6 | 85 | 1.422 | 1.460 | +32 | AE | › | |
| 45 | A | 1.437 ±2 | 85 | 1.451 | — | +52 | A | › | |
| 46 | A | 1.436 ±6 | 85 | 1.448 | 1.417 | +2 | AE | › | |
| 47 | A | 1.435 ±11 | 84 | — | 1.454 | +40 | E | › | |
| 48 | A | 1.435 ±5 | 84 | 1.443 | 1.423 | +44 | AE | › | |
| 49 | A | 1.434 ±8 | 84 | 1.397 | 1.494 | +22 | AE | › | |
| 50 | A | 1.433 ±4 | 83 | 1.449 | — | +98◆ | A | › | |
| 51 | A | 1.432 ±5 | 83 | 1.445 | 1.415 | +36 | AE | › | |
| 52 | A | 1.430 ±25 | 82 | — | 1.457 | +14 | E | › | |
| 53 | A | 1.428 ±5 | 82 | 1.421 | 1.438 | +12 | AE | › | |
| 54 | A | 1.427 ±5 | 82 | 1.437 | 1.415 | +33 | AE | › | |
| 55 | A | 1.426 ±4 | 82 | 1.432 | 1.418 | +18 | AE | › | |
| 56 | A | 1.425 ±8 | 81 | 1.419 | 1.432 | +33 | AE | › | |
| 57 | A | 1.425 ±7 | 81 | 1.432 | 1.416 | +46 | AE | › | |
| 58 | A | 1.424 ±13 | 80 | — | 1.445 | +89 | E | › | |
| 59 | A | 1.424 ±7 | 80 | 1.432 | 1.414 | +20 | AE | › | |
| 60 | B | 1.421 ±5 | 80 | 1.436 | 1.402 | +52 | AE | › | |
| 61 | B | 1.420 ±5 | 80 | 1.438 | 1.395 | -2 | AE | › | |
| 62 | B | 1.419 ±7 | 79 | 1.395 | 1.455 | +80 | AE | › | |
| 63 | B | 1.419 ±6 | 79 | 1.434 | — | +32 | A | › | |
| 64 | B | 1.419 ±2 | 78 | 1.432 | — | +31 | A | › | |
| 65 | B | 1.418 ±6 | 78 | 1.426 | 1.407 | +26 | AE | › | |
| 66 | B | 1.418 ±5 | 78 | 1.430 | 1.405 | +36 | AE | › | |
| 67 | B | 1.416 ±6 | 77 | 1.393 | 1.444 | +11 | AE | › | |
| 68 | B | 1.415 ±5 | 77 | 1.423 | 1.404 | +34 | AE | › | |
| 69 | B | 1.415 ±5 | 77 | 1.430 | — | — | A | › | |
| 70 | B | 1.414 ±2 | 76 | 1.426 | 1.374 | +26 | AE | › | |
| 71 | B | 1.413 ±2 | 76 | 1.426 | — | +24 | A | › | |
| 72 | B | 1.413 ±5 | 76 | 1.433 | 1.387 | +5 | AE | › | |
| 73 | B | 1.413 ±8 | 75 | 1.424 | 1.392 | +50 | AE | › | |
| 74 | B | 1.412 ±5 | 75 | 1.425 | 1.396 | +27 | AE | › | |
| 75 | B | 1.412 ±6 | 75 | 1.428 | 1.390 | +23 | AE | › | |
| 76 | B | 1.412 ±2 | 74 | 1.424 | — | +31 | A | › | |
| 77 | B | 1.411 ±3 | 74 | 1.425 | — | +33 | A | › | |
| 78 | B | 1.411 ±3 | 74 | 1.424 | — | +68 | A | › | |
| 79 | B | 1.411 ±2 | 73 | 1.423 | — | +75 | A | › | |
| 80 | B | 1.407 ±3 | 73 | 1.420 | — | +14 | A | › | |
| 81 | B | 1.407 ±7 | 73 | 1.419 | 1.392 | +71 | AE | › | |
| 82 | B | 1.407 ±6 | 72 | 1.403 | 1.413 | +38 | AE | › | |
| 83 | B | 1.406 ±2 | 72 | 1.419 | — | — | A | › | |
| 84 | B | 1.406 ±15 | 72 | — | 1.422 | -63 | E | › | |
| 85 | B | 1.406 ±3 | 71 | 1.419 | — | +46 | A | › | |
| 86 | B | 1.405 ±5 | 71 | 1.403 | 1.408 | +14 | AE | › | |
| 87 | B | 1.404 ±6 | 70 | 1.395 | 1.417 | -4 | AE | › | |
| 88 | B | 1.404 ±2 | 70 | 1.416 | — | +26 | A | › | |
| 89 | B | 1.403 ±6 | 70 | 1.418 | 1.384 | +29 | AE | › | |
| 90 | B | 1.403 ±5 | 70 | 1.411 | 1.394 | +54 | AE | › | |
| 91 | B | 1.402 ±2 | 69 | 1.414 | — | — | A | › | |
| 92 | B | 1.400 ±6 | 69 | 1.418 | 1.375 | -61 | AE | › | |
| 93 | B | 1.400 ±6 | 68 | 1.423 | 1.365 | +2 | AE | › | |
| 94 | B | 1.400 ±11 | 68 | — | 1.416 | +9 | E | › | |
| 95 | B | 1.400 ±2 | 68 | 1.411 | — | -12 | A | › | |
| 96 | B | 1.399 ±3 | 68 | 1.405 | 1.374 | -5 | AE | › | |
| 97 | B | 1.398 ±7 | 67 | 1.426 | 1.359 | +58 | AE | › | |
| 98 | B | 1.398 ±6 | 67 | 1.416 | 1.373 | +20 | AE | › | |
| 99 | B | 1.398 ±3 | 66 | 1.410 | — | -24 | A | › | |
| 100 | B | 1.396 ±3 | 66 | 1.408 | — | +18 | A | › | |
| 101 | B | 1.396 ±2 | 66 | 1.408 | — | +25 | A | › | |
| 102 | B | 1.395 ±8 | 65 | 1.406 | 1.383 | +46 | AE | › | |
| 103 | B | 1.395 ±6 | 65 | 1.395 | 1.395 | -27 | AE | › | |
| 104 | B | 1.394 ±4 | 65 | 1.407 | — | +27 | A | › | |
| 105 | B | 1.394 ±10 | 64 | 1.402 | 1.375 | +32 | AE | › | |
| 106 | B | 1.393 ±4 | 64 | 1.380 | 1.411 | +4 | AE | › | |
| 107 | B | 1.392 ±5 | 64 | 1.386 | 1.400 | -17 | AE | › | |
| 108 | B | 1.391 ±8 | 63 | 1.416 | 1.358 | +54 | AE | › | |
| 109 | B | 1.391 ±1 | 63 | 1.403 | — | +19 | A | › | |
| 110 | B | 1.391 ±2 | 63 | 1.402 | — | +14 | A | › | |
| 111 | B | 1.390 ±6 | 62 | 1.403 | — | +31 | A | › | |
| 112 | B | 1.389 ±5 | 62 | 1.398 | 1.378 | +12 | AE | › | |
| 113 | B | 1.388 ±3 | 62 | 1.400 | — | +32 | A | › | |
| 114 | B | 1.388 ±5 | 61 | 1.400 | — | — | A | › | |
| 115 | B | 1.387 ±14 | 61 | — | 1.401 | -78 | E | › | |
| 116 | B | 1.387 ±2 | 61 | 1.398 | — | +55◆ | A | › | |
| 117 | B | 1.386 ±8 | 60 | 1.409 | 1.356 | -19 | AE | › | |
| 118 | B | 1.386 ±2 | 60 | 1.397 | — | +14 | A | › | |
| 119 | B | 1.383 ±6 | 60 | 1.400 | 1.358 | -12 | AE | › | |
| 120 | B | 1.382 ±9 | 59 | 1.393 | 1.364 | +8 | AE | › | |
| 121 | B | 1.381 ±2 | 59 | 1.392 | — | +50 | A | › | |
| 122 | B | 1.381 ±11 | 59 | — | 1.395 | +2 | E | › | |
| 123 | B | 1.380 ±6 | 58 | 1.403 | 1.353 | +7 | AE | › | |
| 124 | B | 1.380 ±2 | 58 | 1.391 | — | +16 | A | › | |
| 125 | B | 1.380 ±3 | 58 | 1.391 | — | +18 | A | › | |
| 126 | B | 1.380 ±7 | 57 | 1.393 | — | — | A | › | |
| 127 | B | 1.379 ±4 | 57 | 1.391 | — | — | A | › | |
| 128 | B | 1.378 ±6 | 56 | 1.396 | 1.356 | +2 | AE | › | |
| 129 | B | 1.378 ±14 | 56 | — | 1.391 | -2 | E | › | |
| 130 | B | 1.377 ±10 | 56 | 1.399 | 1.340 | +19 | AE | › | |
| 131 | B | 1.376 ±7 | 56 | 1.383 | 1.365 | +11 | AE | › | |
| 132 | B | 1.374 ±6 | 55 | 1.381 | 1.365 | -86 | AE | › | |
| 133 | B | 1.374 ±4 | 55 | 1.386 | — | -17 | A | › | |
| 134 | B | 1.374 ±2 | 54 | 1.384 | — | +38 | A | › | |
| 135 | B | 1.373 ±6 | 54 | 1.367 | 1.383 | +14 | AE | › | |
| 136 | B | 1.372 ±2 | 54 | 1.382 | — | -45 | A | › | |
| 137 | B | 1.371 ±5 | 53 | 1.362 | 1.382 | +2 | AE | › | |
| 138 | B | 1.371 ±9 | 53 | 1.357 | 1.392 | +9 | AE | › | |
| 139 | B | 1.370 ±3 | 53 | 1.381 | — | +47◆ | A | › | |
| 140 | B | 1.370 ±5 | 52 | 1.382 | — | — | A | › | |
| 141 | B | 1.366 ±12 | 52 | — | 1.380 | +2 | E | › | |
| 142 | B | 1.365 ±5 | 52 | 1.376 | — | — | A | › | |
| 143 | B | 1.364 ±15 | 51 | — | 1.379 | +57◆ | E | › | |
| 144 | B | 1.360 ±15 | 51 | — | 1.375 | +2 | E | › | |
| 145 | B | 1.359 ±6 | 51 | 1.359 | 1.359 | -62 | AE | › | |
| 146 | B | 1.356 ±6 | 50 | 1.338 | 1.382 | -37 | AE | › | |
| 147 | B | 1.356 ±9 | 50 | 1.375 | 1.320 | +25 | AE | › | |
| 148 | C | 1.356 ±7 | 50 | 1.362 | 1.349 | +4 | AE | › | |
| 149 | C | 1.356 ±4 | 49 | 1.366 | — | +0 | A | › | |
| 150 | C | 1.356 ±9 | 49 | 1.363 | 1.346 | -22 | AE | › | |
| 151 | C | 1.356 ±2 | 49 | 1.365 | — | -2 | A | › | |
| 152 | C | 1.355 ±2 | 48 | 1.364 | — | +19 | A | › | |
| 153 | C | 1.353 ±12 | 48 | — | 1.366 | -4 | E | › | |
| 154 | C | 1.353 ±6 | 48 | 1.370 | 1.324 | -56 | AE | › | |
| 155 | C | 1.351 ±2 | 47 | 1.360 | — | +16 | A | › | |
| 156 | C | 1.348 ±4 | 47 | 1.358 | — | — | A | › | |
| 157 | C | 1.347 ±6 | 47 | 1.357 | — | -12 | A | › | |
| 158 | C | 1.346 ±3 | 46 | 1.356 | — | -10 | A | › | |
| 159 | C | 1.345 ±6 | 46 | 1.355 | — | — | A | › | |
| 160 | C | 1.344 ±3 | 46 | 1.353 | — | -22 | A | › | |
| 161 | C | 1.344 ±8 | 45 | 1.345 | 1.341 | -2 | AE | › | |
| 162 | C | 1.341 ±4 | 45 | 1.353 | 1.283 | -31 | AE | › | |
| 163 | C | 1.338 ±3 | 44 | 1.347 | — | -36 | A | › | |
| 164 | C | 1.334 ±4 | 44 | 1.343 | — | — | A | › | |
| 165 | C | 1.334 ±6 | 44 | 1.344 | — | -20 | A | › | |
| 166 | C | 1.334 ±13 | 44 | — | 1.370 | -74 | E | › | |
| 167 | C | 1.332 ±4 | 43 | 1.342 | 1.286 | +1 | AE | › | |
| 168 | C | 1.332 ±4 | 43 | 1.340 | — | -17 | A | › | |
| 169 | C | 1.331 ±2 | 42 | 1.339 | — | — | A | › | |
| 170 | C | 1.330 ±16 | 42 | — | 1.342 | +4 | E | › | |
| 171 | C | 1.330 ±4 | 42 | 1.338 | — | -32 | A | › | |
| 172 | C | 1.329 ±17 | 41 | — | 1.341 | -39 | E | › | |
| 173 | C | 1.328 ±5 | 41 | 1.337 | — | — | A | › | |
| 174 | C | 1.328 ±17 | 41 | — | 1.338 | -10 | E | › | |
| 175 | C | 1.327 ±6 | 40 | 1.337 | 1.311 | -42 | AE | › | |
| 176 | C | 1.325 ±2 | 40 | 1.333 | — | -30 | A | › | |
| 177 | C | 1.324 ±3 | 40 | 1.332 | — | +6 | A | › | |
| 178 | C | 1.323 ±8 | 39 | 1.316 | 1.334 | -7 | AE | › | |
| 179 | C | 1.321 ±2 | 39 | 1.329 | — | -36 | A | › | |
| 180 | C | 1.319 ±3 | 39 | 1.326 | — | +3 | A | › | |
| 181 | C | 1.318 ±4 | 38 | 1.326 | — | — | A | › | |
| 182 | C | 1.318 ±4 | 38 | 1.326 | — | — | A | › | |
| 183 | C | 1.317 ±3 | 38 | 1.325 | — | -14 | A | › | |
| 184 | C | 1.316 ±5 | 37 | 1.323 | — | -60 | A | › | |
| 185 | C | 1.315 ±6 | 37 | 1.323 | — | -40 | A | › | |
| 186 | C | 1.310 ±6 | 37 | 1.318 | — | -14 | A | › | |
| 187 | C | 1.309 ±9 | 36 | 1.309 | 1.310 | -29 | AE | › | |
| 188 | C | 1.304 ±3 | 36 | 1.310 | — | — | A | › | |
| 189 | C | 1.303 ±7 | 36 | 1.310 | — | — | A | › | |
| 190 | C | 1.296 ±8 | 35 | 1.302 | 1.285 | — | AE | › | |
| 191 | C | 1.295 ±8 | 35 | 1.303 | — | — | A | › | |
| 192 | C | 1.295 ±5 | 35 | 1.302 | — | -134 | A | › | |
| 193 | C | 1.295 ±18 | 34 | — | 1.302 | -78 | E | › | |
| 194 | C | 1.294 ±7 | 34 | 1.301 | — | — | A | › | |
| 195 | C | 1.293 ±9 | 34 | 1.273 | 1.325 | -26 | AE | › | |
| 196 | C | 1.292 ±3 | 33 | 1.297 | — | — | A | › | |
| 197 | C | 1.289 ±4 | 33 | 1.294 | — | — | A | › | |
| 198 | C | 1.288 ±6 | 32 | 1.295 | — | — | A | › | |
| 199 | C | 1.287 ±5 | 32 | 1.294 | — | — | A | › | |
| 200 | C | 1.284 ±5 | 32 | 1.289 | — | — | A | › | |
| 201 | C | 1.283 ±3 | 32 | 1.288 | — | — | A | › | |
| 202 | C | 1.282 ±5 | 31 | 1.288 | — | -28 | A | › | |
| 203 | C | 1.279 ±3 | 31 | 1.284 | — | — | A | › | |
| 204 | C | 1.279 ±9 | 30 | 1.282 | 1.273 | -57 | AE | › | |
| 205 | C | 1.276 ±13 | 30 | 1.283 | — | — | A | › | |
| 206 | C | 1.270 ±8 | 30 | 1.275 | — | — | A | › | |
| 207 | C | 1.268 ±9 | 30 | 1.270 | 1.265 | — | AE | › | |
| 208 | C | 1.266 ±5 | 29 | 1.270 | — | -95 | A | › | |
| 209 | C | 1.259 ±3 | 29 | 1.262 | — | — | A | › | |
| 210 | C | 1.258 ±5 | 28 | 1.262 | — | — | A | › | |
| 211 | C | 1.250 ±3 | 28 | 1.253 | — | — | A | › | |
| 212 | C | 1.249 ±3 | 28 | 1.252 | — | — | A | › | |
| 213 | C | 1.241 ±6 | 27 | 1.244 | — | — | A | › | |
| 214 | C | 1.241 ±5 | 27 | 1.243 | — | — | A | › | |
| 215 | C | 1.230 ±4 | 27 | 1.232 | — | -178 | A | › | |
| 216 | C | 1.227 ±3 | 26 | 1.228 | — | — | A | › | |
| 217 | C | 1.222 ±4 | 26 | 1.223 | — | — | A | › | |
| 218 | C | 1.222 ±6 | 26 | 1.223 | — | — | A | › | |
| 219 | C | 1.219 ±3 | 25 | 1.220 | — | — | A | › | |
| 220 | C | 1.217 ±7 | 25 | 1.218 | — | — | A | › | |
| 221 | D | 1.216 ±4 | 25 | 1.221 | 1.196 | — | AE | › | |
| 222 | D | 1.216 ±4 | 24 | 1.217 | — | — | A | › | |
| 223 | D | 1.215 ±7 | 24 | 1.216 | — | — | A | › | |
| 224 | D | 1.207 ±4 | 24 | 1.207 | — | — | A | › | |
| 225 | D | 1.207 ±3 | 23 | 1.207 | — | — | A | › | |
| 226 | D | 1.199 ±5 | 23 | 1.198 | — | -133 | A | › | |
| 227 | D | 1.198 ±2 | 23 | 1.198 | — | -220 | A | › | |
| 228 | D | 1.194 ±7 | 22 | 1.193 | — | — | A | › | |
| 229 | D | 1.184 ±4 | 22 | 1.183 | — | -160 | A | › | |
| 230 | D | 1.183 ±3 | 22 | 1.182 | — | — | A | › | |
| 231 | D | 1.178 ±3 | 21 | 1.176 | — | — | A | › | |
| 232 | D | 1.174 ±4 | 21 | 1.172 | 1.181 | — | AE | › | |
| 233 | D | 1.173 ±4 | 20 | 1.171 | — | — | A | › | |
| 234 | D | 1.169 ±3 | 20 | 1.167 | — | -236 | A | › | |
| 235 | D | 1.168 ±4 | 20 | 1.166 | — | — | A | › | |
| 236 | D | 1.163 ±7 | 20 | 1.160 | — | — | A | › | |
| 237 | D | 1.160 ±4 | 19 | 1.153 | 1.188 | — | AE | › | |
| 238 | D | 1.151 ±7 | 19 | 1.148 | — | — | A | › | |
| 239 | D | 1.149 ±3 | 18 | 1.146 | — | -199 | A | › | |
| 240 | D | 1.148 ±6 | 18 | 1.144 | — | — | A | › | |
| 241 | D | 1.147 ±4 | 18 | 1.144 | — | — | A | › | |
| 242 | D | 1.142 ±4 | 18 | 1.138 | — | — | A | › | |
| 243 | D | 1.142 ±4 | 17 | 1.138 | — | — | A | › | |
| 244 | D | 1.140 ±7 | 17 | 1.135 | — | -275 | A | › | |
| 245 | D | 1.139 ±3 | 16 | 1.135 | — | — | A | › | |
| 246 | D | 1.136 ±6 | 16 | 1.131 | — | — | A | › | |
| 247 | D | 1.135 ±4 | 16 | 1.131 | — | — | A | › | |
| 248 | D | 1.128 ±6 | 15 | 1.122 | — | — | A | › | |
| 249 | D | 1.126 ±3 | 15 | 1.121 | — | -219 | A | › | |
| 250 | D | 1.124 ±5 | 15 | 1.119 | — | — | A | › | |
| 251 | D | 1.121 ±4 | 14 | 1.116 | — | — | A | › | |
| 252 | D | 1.116 ±5 | 14 | 1.110 | — | — | A | › | |
| 253 | D | 1.111 ±7 | 14 | 1.104 | — | — | A | › | |
| 254 | D | 1.110 ±6 | 13 | 1.104 | — | — | A | › | |
| 255 | D | 1.110 ±4 | 13 | 1.103 | — | — | A | › | |
| 256 | D | 1.109 ±3 | 13 | 1.103 | — | — | A | › | |
| 257 | D | 1.107 ±4 | 12 | 1.101 | — | — | A | › | |
| 258 | D | 1.107 ±5 | 12 | 1.100 | — | — | A | › | |
| 259 | D | 1.106 ±3 | 12 | 1.099 | — | — | A | › | |
| 260 | D | 1.105 ±4 | 11 | 1.099 | — | -230 | A | › | |
| 261 | D | 1.105 ±6 | 11 | 1.098 | — | — | A | › | |
| 262 | D | 1.105 ±8 | 11 | 1.097 | — | — | A | › | |
| 263 | D | 1.101 ±10 | 10 | 1.092 | — | — | A | › | |
| 264 | D | 1.101 ±8 | 10 | 1.093 | — | — | A | › | |
| 265 | D | 1.099 ±4 | 10 | 1.092 | — | -243 | A | › | |
| 266 | D | 1.096 ±9 | 9 | 1.087 | — | — | A | › | |
| 267 | D | 1.089 ±11 | 9 | 1.078 | — | — | A | › | |
| 268 | D | 1.086 ±6 | 9 | 1.077 | — | — | A | › | |
| 269 | D | 1.083 ±12 | 8 | 1.073 | — | — | A | › | |
| 270 | D | 1.082 ±5 | 8 | 1.074 | — | — | A | › | |
| 271 | D | 1.082 ±8 | 8 | 1.072 | — | — | A | › | |
| 272 | D | 1.082 ±10 | 7 | 1.071 | — | — | A | › | |
| 273 | D | 1.080 ±5 | 7 | 1.071 | — | — | A | › | |
| 274 | D | 1.078 ±4 | 6 | 1.070 | — | — | A | › | |
| 275 | D | 1.070 ±4 | 6 | 1.061 | — | -272 | A | › | |
| 276 | D | 1.067 ±8 | 6 | 1.056 | — | — | A | › | |
| 277 | D | 1.059 ±6 | 6 | 1.048 | — | — | A | › | |
| 278 | D | 1.056 ±6 | 5 | 1.046 | — | — | A | › | |
| 279 | D | 1.054 ±6 | 5 | 1.043 | — | -274 | A | › | |
| 280 | D | 1.052 ±6 | 4 | 1.041 | — | — | A | › | |
| 281 | D | 1.051 ±7 | 4 | 1.040 | — | — | A | › | |
| 282 | D | 1.051 ±4 | 4 | 1.041 | — | — | A | › | |
| 283 | D | 1.038 ±5 | 3 | 1.026 | — | — | A | › | |
| 284 | D | 1.014 ±7 | 3 | 1.000 | — | — | A | › | |
| 285 | D | 1.010 ±6 | 3 | 996 | — | — | A | › | |
| 286 | D | 1.005 ±10 | 2 | 988 | — | — | A | › | |
| 287 | D | 984 ±8 | 2 | 967 | — | — | A | › | |
| 288 | D | 977 ±7 | 2 | 960 | — | — | A | › | |
| 289 | D | 969 ±8 | 1 | 951 | — | — | A | › | |
| 290 | D | 966 ±6 | 1 | 945 | — | — | A | › | |
| 291 | D | 961 ±7 | 1 | 943 | — | — | A | › | |
| 292 | D | 931 ±8 | 0 | 910 | — | — | A | › | |
| 293 | D | 904 ±8 | 0 | 880 | — | — | A | › |
AArena (voti umani)EEpoch AI (benchmark) ◆ Frontiera di Pareto: nulla è insieme migliore e più economico
Il fedi-index è un equivalente Elo su scala fissa: confrontabile tra i mesi all'interno della stessa versione della metodologia. Tier S–D: in base al percentile nella categoria e non oltre quanto consente l'intervallo di confidenza (soglie nella metodologia). «Provvisorio»: solo una famiglia di fonti ha misurato il modello qui. Metodologia
Qualità-prezzo: quanto vale ciò che paghi
Ogni punto è un modello con API a pagamento: fedi-index rispetto al prezzo combinato (3 input : 1 output, mediana dei provider). La linea è la frontiera di Pareto — modelli che nessuno batte sia in qualità sia in prezzo.
Frontiera di Pareto: 9 modelli
- Qwen3.7 Flash 1.364 · 0,055 USD
- Solar Pro 4 1.370 · 0,105 USD
- MiMo-V2-Flash 1.387 · 0,15 USD
- MiMo-V2.6-Flash 1.433 · 0,175 USD
- GLM 5.3 Flash 1.448 · 0,2375 USD
- DeepSeek V4.1 Flash 1.448 · 0,42 USD
- MiMo-V2.6-Pro 1.456 · 0,5438 USD
- Gemini 3.8 Flash 1.472 · 1,50 USD
- Claude Opus 5.5 1.504 · 8 USD
Sul tuo hardware
Modelli aperti classificati su configurazioni domestiche comuni: il punteggio generale, penalizzato se la generazione è più lenta del comodo o la quantizzazione è inferiore a Q4.
GPU 12 GB
- 1 Qwen3 Next 80B A3B Instruct Q5_K_M · in parte in RAM ≈24 tok/s 62
- 2 Gemma 4 26B A4B UD-Q8_K_XL · in parte in RAM ≈15 tok/s 54
- 3 Qwen3.5-35B-A3B Q8_0 · in parte in RAM ≈18 tok/s 52
- 4 Qwen3.6 35B A3B UD-Q8_K_XL · in parte in RAM ≈17 tok/s 47
- 5 Qwen3 Next 80B A3B Thinking Q5_K_M · in parte in RAM ≈24 tok/s 46
- 6 Qwen3.5-122B-A10B UD-IQ4_NL · in parte in RAM ≈10 tok/s 45
- 7 Qwen3 30B A3B Instruct 2507 Q8_0 · in parte in RAM ≈16 tok/s 45
- 8 gpt-oss-120b MXFP4 · in parte in RAM ≈19 tok/s 44
- 9 Qwen3.5-9B Q6_K ≈36 tok/s 42
- 10 Qwen3.8 27B UD-Q4_K_XL · in parte in RAM ≈4 tok/s 37
GPU 24 GB
- 1 Qwen3.8 27B UD-Q5_K_S ≈38 tok/s 81
- 2 Gemma 4 31B Q4_1 ≈37 tok/s 67
- 3 Gemma 4 26B A4B UD-Q5_K_S ≈129 tok/s 63
- 4 Qwen3 Next 80B A3B Instruct UD-Q6_K_XL · in parte in RAM ≈26 tok/s 62
- 5 Qwen3.5-27B Q5_K_S ≈38 tok/s 60
- 6 Qwen3.6 27B Q5_K_S ≈37 tok/s 59
- 7 Qwen3.5-35B-A3B Q4_K_S ≈191 tok/s 56
- 8 Qwen3.6 35B A3B UD-Q4_K_S ≈189 tok/s 51
- 9 Qwen3 30B A3B Instruct 2507 Q5_K_S ≈147 tok/s 50
- 10 Qwen3.5-122B-A10B Q4_K_S · in parte in RAM ≈11 tok/s 47
Mac 64 GB
- 1 Qwen3.8 27B Q8_0 ≈13 tok/s 64
- 2 Gemma 4 26B A4B UD-Q8_K_XL ≈40 tok/s 63
- 3 Qwen3 Next 80B A3B Instruct Q4_K_S ≈84 tok/s 62
- 4 Qwen3.5-122B-A10B UD-IQ3_XXS ≈44 tok/s 56
- 5 Qwen3.5-35B-A3B Q8_0 ≈51 tok/s 56
- 6 Qwen3.6 35B A3B UD-Q8_K_XL ≈49 tok/s 51
- 7 Gemma 4 31B Q8_0 ≈11 tok/s 50
- 8 Qwen3 30B A3B Instruct 2507 Q8_0 ≈45 tok/s 50
- 9 Qwen3.5-27B Q8_0 ≈13 tok/s 48
- 10 Qwen3.6 27B Q8_0 ≈13 tok/s 47
128 GB di memoria unificata
- 1 DeepSeek V4 Flash 0423 UD-IQ3_XXS ≈26 tok/s 65
- 2 Inkling Small UD-IQ3_S ≈23 tok/s 65
- 3 MiniMax M2.7 UD-IQ4_NL ≈20 tok/s 64
- 4 Gemma 4 26B A4B UD-Q8_K_XL ≈29 tok/s 63
- 5 Qwen3 Next 80B A3B Instruct Q8_0 ≈36 tok/s 62
- 6 Qwen3.8 27B UD-Q4_K_M ≈10 tok/s 58
- 7 Qwen3.5-35B-A3B Q8_0 ≈37 tok/s 56
- 8 Step 3.5 Flash IQ4_XS ≈17 tok/s 55
- 9 Qwen3.5-122B-A10B Q6_K ≈15 tok/s 54
- 10 DeepSeek V4 Flash 0731 UD-IQ3_XXS ≈11 tok/s 53
CPU, 32 GB di RAM
- 1 Gemma 4 26B A4B UD-Q4_K_XL ≈6 tok/s 36
- 2 Qwen3.5-35B-A3B Q4_K_M ≈7 tok/s 32
- 3 Qwen3.6 35B A3B UD-Q4_K_XL ≈7 tok/s 30
- 4 Qwen3 30B A3B Instruct 2507 Q4_K_M ≈6 tok/s 28
- 5 Qwen3.8 27B UD-Q4_K_XL ≈2 tok/s 27
- 6 GLM 4.7 Flash Q4_K_M ≈6 tok/s 24
- 7 Nemotron 3 Nano 30B A3B Q4_K_M ≈7 tok/s 23
- 8 Gemma 4 31B Q4_K_M ≈2 tok/s 22
- 9 Qwen3 30B A3B Q4_K_M ≈6 tok/s 21
- 10 Qwen3.5-27B Q4_K_M ≈2 tok/s 21
Compatibilità e velocità sono nostre stime (pesi + cache KV rispetto alla memoria, velocità dalla larghezza di banda). Verifica la tua configurazione: Girerà in locale?
Incorpora nel tuo sito
La tabella come widget per il tuo sito: si aggiorna da sola e mantiene l'attribuzione delle fonti.
Copiato
JSON
fedi-index © fedi.software, CC BY 4.0; le componenti mantengono le licenze delle rispettive fonti.