Model comparison

GPT-5.1 vs Grok 4.20 Multi-Agent

GPT-5.1 is the stronger model overall, scoring 48.8 to 45.5 on the Noometry Index. Grok 4.20 Multi-Agent costs 2.2× less per token, which makes it the better buy when GPT-5.1's lead doesn't matter for your workload.

Last verified . 19 shared benchmarks.

GPT-5.1 OpenAI

48.8

Rank #47 Confirmed

Grok 4.20 Multi-Agent xAI

45.5

Rank #62 Confirmed

Summary

  • They share 19 benchmarks with published results for both. GPT-5.1 scores higher in 7 categories and Grok 4.20 Multi-Agent in 2 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.1 leads 50.3 to 36.6.
  • Grok 4.20 Multi-Agent is cheaper at $1.25 / $2.50 per million input/output tokens, against $1.25 / $10 for GPT-5.1.
  • Grok 4.20 Multi-Agent accepts more context: 1M tokens versus 400K.

Side by side

GPT-5.1 and Grok 4.20 Multi-Agent specifications
GPT-5.1Grok 4.20 Multi-Agent
ProviderOpenAIxAI
Noometry Index48.845.5
Released2025-11-132026-03-09
WeightsProprietaryProprietary
Context window400K1M
Max output128K30K
Input $ / M tokens$1.25$1.25
Output $ / M tokens$10$2.50
Results tracked6320

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Category by category

Coding GPT-5.1 leads

GPT-5.1: 46.9 (#59), Grok 4.20 Multi-Agent: 42.4 (#91)

Coding benchmarks
BenchmarkGPT-5.1Grok 4.20 Multi-Agent
LMArena Coding14541458
SWE-bench Verified68%—
SWE-bench Verified (bash only)66%—
LMArena WebDev1395—
SciCode43.3%—
GSO13.7%—
WeirdML60.8%—
LiveBench Coding72.5%—
ALE-Bench1,192—

Agentic & Tool Use Not comparable

GPT-5.1: 32.5 (#55), Grok 4.20 Multi-Agent: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.1Grok 4.20 Multi-Agent
LMArena Search11991204
Terminal-Bench47.6%—
DeepResearch Bench42.8%—
Vending-Bench 21,473—

Reasoning Grok 4.20 Multi-Agent leads

GPT-5.1: 39.9 (#50), Grok 4.20 Multi-Agent: 42.4 (#44)

Reasoning benchmarks
BenchmarkGPT-5.1Grok 4.20 Multi-Agent
LMArena Hard Prompts14571448
ARC-AGI-217.6%—
SimpleBench53.2%—
NYT Connections (extended)—89.6%
ARC-AGI-172.8%—
CritPt4.9%—
Chess Puzzles32%—
EnigmaEval11.2%—
LiveBench Reasoning95.8%—
Mystery Game Puzzles19%—
DTBench90.1%—
LiveBench Data Analysis72.1%—
LMCA43.9%—
Epoch Capabilities Index149.66—
ForecastBench58.1—
LiveBench78.8%—

Math GPT-5.1 leads

GPT-5.1: 50.3 (#45), Grok 4.20 Multi-Agent: 36.6 (#106)

Math benchmarks
BenchmarkGPT-5.1Grok 4.20 Multi-Agent
LMArena Math14461441
OTIS Mock AIME 2024-202588.6%—
Omni-MATH46.4%—
LiveBench Math94.5%—
FrontierMath (Feb 2025 set)31%—
FrontierMath Tier 4 (v1)12.5%—

Knowledge GPT-5.1 leads

GPT-5.1: 50.5 (#65), Grok 4.20 Multi-Agent: 39.7 (#116)

Knowledge benchmarks
BenchmarkGPT-5.1Grok 4.20 Multi-Agent
LMArena Expert14701445
GPQA Diamond87.6%—
Humanity's Last Exam23.7%—
SimpleQA Verified48%—
MMLU-Pro57.9%—
Vectara Hallucination Rate10.9%—
GPQA (HELM)44.2%—

Multimodal GPT-5.1 leads

GPT-5.1: 44.0 (#17), Grok 4.20 Multi-Agent: 39.8 (#44)

Multimodal benchmarks
BenchmarkGPT-5.1Grok 4.20 Multi-Agent
LMArena Vision12501259
VPCT58.7%—
LMArena Document1403—

Multilingual Too close to call

GPT-5.1: 54.0 (#51), Grok 4.20 Multi-Agent: 54.6 (#40)

Multilingual benchmarks
BenchmarkGPT-5.1Grok 4.20 Multi-Agent
LMArena Non-English14311440
LMArena Chinese14951475
LMArena French14511467
LMArena German14391456
LMArena Japanese14531405
LMArena Korean14011416
LMArena Russian14351457
LMArena Spanish14301447

Instruction Following GPT-5.1 leads

GPT-5.1: 84.0 (#1), Grok 4.20 Multi-Agent: 75.0 (#80)

Instruction Following benchmarks
BenchmarkGPT-5.1Grok 4.20 Multi-Agent
LMArena Instruction Following14421420
LiveBench Instruction Following93.3%—
IFEval93.5%—

Long Context GPT-5.1 leads

GPT-5.1: 47.6 (#14), Grok 4.20 Multi-Agent: 43.7 (#84)

Long Context benchmarks
BenchmarkGPT-5.1Grok 4.20 Multi-Agent
LMArena Longer Query14481430
CL-bench23.7%—
CL-bench Life17.3%—

Writing & Preference Too close to call

GPT-5.1: 64.7 (#53), Grok 4.20 Multi-Agent: 64.1 (#57)

Writing & Preference benchmarks
BenchmarkGPT-5.1Grok 4.20 Multi-Agent
LMArena Text14431450
LMArena Creative Writing14271435
LMArena Multi-Turn14491451
WildBench86.3%—
LiveBench Language80.2%—

Frequently asked questions

Is GPT-5.1 better than Grok 4.20 Multi-Agent?

GPT-5.1 is the stronger model overall, scoring 48.8 to 45.5 on the Noometry Index. Grok 4.20 Multi-Agent costs 2.2× less per token, which makes it the better buy when GPT-5.1's lead doesn't matter for your workload.

Which is cheaper, GPT-5.1 or Grok 4.20 Multi-Agent?

Grok 4.20 Multi-Agent is cheaper. It lists at $1.25 per million input tokens and $2.50 per million output tokens; GPT-5.1 lists at $1.25 and $10.

Is GPT-5.1 or Grok 4.20 Multi-Agent better for coding?

GPT-5.1 scores higher on coding benchmarks: 46.9 versus 42.4 in the Noometry coding category.

Which has the bigger context window?

Grok 4.20 Multi-Agent does, with 1M tokens against 400K.

How many benchmarks do GPT-5.1 and Grok 4.20 Multi-Agent share?

19 benchmarks have published results for both models. GPT-5.1 has 63 scored results on Noometry and Grok 4.20 Multi-Agent has 20.

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