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Mercury 2

Inception Labs

B · open · Other

MiniMax M2.5

MiniMax

0:9

overall capability wins (0 ties across 9 scored). MiniMax M2.5 leads overall.

  • Reasoning0:6
  • Coding0:2
  • Pricing3:0
  • Specs0:1

Verdict

MiniMax M2.5 leads coding (widest gap: +217.5 on WebDev Elo); MiniMax M2.5 offers ~7.8x larger context (1M vs 128K); MiniMax M2.5 ships open weights (Modified MIT).

  • MiniMax M2.5 leads coding (widest gap: +217.5 on WebDev Elo)
  • MiniMax M2.5 offers ~7.8x larger context (1M vs 128K)
  • MiniMax M2.5 ships open weights (Modified MIT)
  • Mercury 2 is ~1.4x cheaper on a blended token basis than MiniMax M2.5

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

Mercury 2
$0.44
MiniMax M2.5
$0.60

Mercury 2 is about 1.4x cheaper on this workload.

Price per 1M tokens

Full comparison

Organization

Inception Labs

MiniMax

Family

Other

Other

License

Proprietary

Modified MIT

Open weights

No

Yes

Release

Sep 1, 2026

Feb 15, 2026

Knowledge cutoff

-

-

API / provider

Inception Labs

MiniMax

Modalities

text → text

text → text

Specs

Context window

128K

1M

B +872K

Max output

-

64K

—

Parameters

—

—

—

Pricing

Input $/1M

$0.25

$0.30

A +$0.05

Output $/1M

$0.75

$1.20

A +$0.45

Blended $/1M (3∶1)

$0.38

$0.52

A +$0.15

Speed

tok/s

-

85

—

TTFT (s)

-

0.35

—

Reasoning

MMLU-Pro

—

—

—

GPQA Diamond

77.0

84.8

B +7.8 pts

Humanity's Last Exam

17.1

20.5

B +3.4 pts

AIME 2025

—

—

—

MATH-500

—

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

21.2

26.2

B +5.0 pts

AA-LCR v1.1

43.7

73.3

B +29.6 pts

CritPt

0.8

1.1

B +0.3 pts

MMMU-Pro

—

—

—

IFBench

69.8

71.6

B +1.8 pts

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

—

75.8

—

SWE-bench Pro

—

—

—

SWE-bench Multilingual

—

68.3

—

LiveCodeBench

—

—

—

Terminal-Bench 2.1

27.3

—

—

Aider Polyglot

—

—

—

Terminal-Bench 3

—

—

—

BigCodeBench

—

—

—

SciCode

37.7

42.6

B +4.9 pts

CursorBench

—

—

—

SWE-Rebench

—

47.7

—

NL2Repo-Bench

—

—

—

DeepSWE

—

—

—

WebDev Arena

1,167

1,384

B +218 Elo

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

—

1,390

—

Mercury 2

Context
128K
Parameters
—
Price
$0.25 / $0.75
Speed
—
Modalities
text → text
License
Proprietary

Inception Labs' diffusion-based (non-autoregressive) reasoning LLM, API-only with a 128K context window and high-throughput inference on Blackwell GPUs.

MiniMax M2.5

Context
1M / 64K out
Parameters
—
Price
$0.30 / $1.20
Speed
85 tok/s · 0.35s TTFT
Modalities
text → text
License
Modified MIT

Open-ish MiniMax MoE with long context and competitive Chinese-market pricing.

Benchmark charts

Winner bars are emphasized. Per-benchmark deltas sit above each chart.

Reasoning & knowledge

GPQA: B +7.8HLE: B +3.4CritPt: B +0.3AA-LCR: B +29.6Omniscience Acc.: B +5.0IFBench: B +1.8

Coding

SciCode: B +4.9WebDev Elo: B +218

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