GPT-5.4 nano vs MiniMax M2.7

Change models
IndexAll categories, out of 100.
50.9 ±2.5
51.2 ±4.5 best
GapIndex points below the top.
−0.3 · no clear gap
Top
CoverageIndex weight that has results.
100% best
85%
SpeedOutput tokens per second.
91/s best
35/s
EloLMArena rating and rank.
1372
1405 best
ReleasedMonth of release.
2026-03
2026-03
Input / 1MUS dollars per 1M input tokens.
$0.20 best
$0.21
Output / 1MUS dollars per 1M output tokens.
$1.25
$0.84 best
Batch output / 1MBatch price per 1M output tokens.
$0.625
—
1K chats2K tokens in, 500 out, each.
$1.03
$0.84 best
1K documents20K tokens in, 1K out, each.
$5.25
$5.04 best
1K agent tasks200K tokens in, 20K out, each.
$65.00
$58.80 best
ContextMaximum tokens in one request.
400K best
197K
AgenticMulti-step tasks with tools.
50.5
52.0 best
CodingCode writing and repair.
53.7 best
52.3
ReasoningLogic problems and puzzles.
53.7 best
49.5
MultimodalTasks with images and text.
41.7
—
KnowledgeFacts and expert knowledge.
44.5
50.2 best
MultilingualTasks in many languages.
44.4
—
InstructionTasks with strict prompt rules.
61.3 best
59.8
MathMath problems.
55.9 best
47.7

Benchmarks

34 shared
Only GPT-5.4 nano: 40Only MiniMax M2.7: 19
GPT-5.4 nano
MiniMax M2.7
28.3%90 / 222
29.6% best82 / 222
76.7%84 / 217
78.3% best63 / 217
9.3% best69 / 214
0.6%132 / 214
81.7%93 / 199
87.4% best57 / 199
25.7%102 / 164
26.8% best92 / 164
77.9%105 / 149
84.0% best43 / 149
92.5% best34 / 149
84.8%58 / 149
75.9% best16 / 146
75.7%19 / 146
TaxEval v2Finance
67.4% best107 / 143
66.6%110 / 143
84.0% best41 / 142
79.9%71 / 142
77.5%76 / 135
86.6% best41 / 135
MMLU ProKnowledge
77.2%105 / 135
80.4% best88 / 135
22.4%79 / 133
25.5% best72 / 133
CorpFin v2Finance
61.2%55 / 131
61.2%55 / 131
26.1% best83 / 123
11.9%103 / 123
47.2%64 / 114
50.1% best52 / 114
MedScribeHealthcare
77.1%71 / 109
79.9% best60 / 109
MedCodeHealthcare
41.0% best59 / 106
34.4%79 / 106
AIMEMath
88.8%28 / 95
91.0% best26 / 95
6.3%84 / 90
10.6% best79 / 90