Model comparison

Mercury 2.5 vs o1

o1 is the stronger model overall, scoring 40.9 to 33.5 on the Noometry Index. Mercury 2.5 costs 389× less per token, which makes it the better buy when o1's lead doesn't matter for your workload.

Last verified . 0 shared benchmarks.

Mercury 2.5 Inception

33.5

Rank #242 Reported

o1 OpenAI

40.9

Rank #143 Confirmed

Summary

  • The widest gap is in math, where o1 leads 36.1 to 23.3.
  • Mercury 2.5 is cheaper at $0.04 / $0.15 per million input/output tokens, against $15 / $60 for o1.
  • Mercury 2.5 accepts more context: 260K tokens versus 200K.

Side by side

Mercury 2.5 and o1 specifications
Mercury 2.5o1
ProviderInceptionOpenAI
Noometry Index33.540.9
Released2026-09-082024-09-12
WeightsProprietaryProprietary
Context window260K200K
Max output66K100K
Input $ / M tokens$0.04$15
Output $ / M tokens$0.15$60
Results tracked452

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Category by category

Coding o1 leads

Mercury 2.5: 39.5 (#156), o1: 46.1 (#70)

Coding benchmarks
BenchmarkMercury 2.5o1
Aider Polyglot—61.7%
SciCode38.5%—
WeirdML—47.6%
LiveBench Coding—69.7%
LMArena Coding—1367
CadEval—56%
ALE-Bench301.65—
HumanEval+—89%
MBPP+—80.2%

Agentic & Tool Use Not comparable

Mercury 2.5: —, o1: 24.6 (#117)

Agentic & Tool Use benchmarks
BenchmarkMercury 2.5o1
Cybench—10%
METR Time Horizons—51.1%

Reasoning o1 leads

Mercury 2.5: 22.4 (#193), o1: 27.9 (#111)

Reasoning benchmarks
BenchmarkMercury 2.5o1
SimpleBench—41.7%
ARC-AGI-1—30.7%
CritPt0%—
Chess Puzzles—15%
EnigmaEval—5.7%
LiveBench Reasoning—91.6%
LMArena Hard Prompts—1371
DTBench—74.7%
LiveBench Data Analysis—65.5%
LMCA—22.3%
Epoch Capabilities Index—141.91
LiveBench—75.7%

Math o1 leads

Mercury 2.5: 23.3 (#272), o1: 36.1 (#175)

Math benchmarks
BenchmarkMercury 2.5o1
FrontierMath (Tiers 1-3)—14.7%
OTIS Mock AIME 2024-2025—73.3%
ProofBench3%—
LiveBench Math—80.3%
LMArena Math—1388
MATH Level 5—94.7%
FrontierMath (Feb 2025 set)—9.3%

Knowledge Not comparable

Mercury 2.5: —, o1: 41.5 (#110)

Knowledge benchmarks
BenchmarkMercury 2.5o1
GPQA Diamond—76.8%
Humanity's Last Exam—8%
SimpleQA Verified—41.1%
Confabulations—11.7%
LMArena Expert—1361

Multimodal Not comparable

Mercury 2.5: —, o1: 34.2 (#93)

Multimodal benchmarks
BenchmarkMercury 2.5o1
LMArena Vision—1168
GeoBench—80%
VPCT—37%
SpatialViz-Bench—41.4%

Multilingual Not comparable

Mercury 2.5: —, o1: 48.6 (#142)

Multilingual benchmarks
BenchmarkMercury 2.5o1
LMArena Non-English—1358
LMArena Chinese—1394
LMArena French—1344
LMArena German—1337
LMArena Japanese—1346
LMArena Korean—1396
LMArena Russian—1356
LMArena Spanish—1345

Instruction Following Not comparable

Mercury 2.5: —, o1: 74.8 (#86)

Instruction Following benchmarks
BenchmarkMercury 2.5o1
LiveBench Instruction Following—81.5%
LMArena Instruction Following—1367

Long Context Not comparable

Mercury 2.5: —, o1: 50.3 (#9)

Long Context benchmarks
BenchmarkMercury 2.5o1
Fiction.LiveBench—83.3%
LMArena Longer Query—1378

Writing & Preference Not comparable

Mercury 2.5: —, o1: 55.6 (#144)

Writing & Preference benchmarks
BenchmarkMercury 2.5o1
LMArena Text—1366
LMArena Creative Writing—1348
Short-Story Creative Writing—70.2%
LMArena Multi-Turn—1369
LiveBench Language—65.4%

Frequently asked questions

Is Mercury 2.5 better than o1?

o1 is the stronger model overall, scoring 40.9 to 33.5 on the Noometry Index. Mercury 2.5 costs 389× less per token, which makes it the better buy when o1's lead doesn't matter for your workload.

Which is cheaper, Mercury 2.5 or o1?

Mercury 2.5 is cheaper. It lists at $0.04 per million input tokens and $0.15 per million output tokens; o1 lists at $15 and $60.

Is Mercury 2.5 or o1 better for coding?

o1 scores higher on coding benchmarks: 46.1 versus 39.5 in the Noometry coding category.

Which has the bigger context window?

Mercury 2.5 does, with 260K tokens against 200K.

How many benchmarks do Mercury 2.5 and o1 share?

0 benchmarks have published results for both models. Mercury 2.5 has 4 scored results on Noometry and o1 has 52.

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