BenchLeader

Grok 4.5 vs o3

Verdict
  • Grok 4.5 leads on quality: 63.4 vs 61.6.
  • Grok 4.5 is stronger in composite, human preference, knowledge, long context, multimodal, reasoning.
  • o3 is stronger in agents & tools, coding, instruction following, maths.
  • Grok 4.5 is 1.2× cheaper ($3.00 vs $3.50 per 1M blended).
  • o3 streams 1.9× faster (107 vs 55 tokens per second).
MetricGrok 4.5o3
BenchLeader Index63.461.6
Agents & tools score58.470.3
Coding score59.662.0
Composite score66.254.5
Human preference score66.962.3
Knowledge score76.358.0
Long context score66.263.8
Multimodal score64.957.9
Reasoning score69.161.5
Instruction following score65.0
Maths score78.6
Blended price $/M$3.00$3.50
Output speed55 tok/s107 tok/s
Time to first answer9.1 s6.3 s
Context window500k200k
SimpleBench70.0%
WeirdML46.4%
APEX-Agents34.2%
FrontierCode42.4%
Epoch Capabilities Index153.9146.9
LMArena Text14691432
LMArena Hard Prompts14931441
LMArena Coding15191460
LMArena WebDev1555
LMArena Vision12911214
LMArena Agent3.8
LiveBench75.8%
LiveBench Reasoning87.2%
LiveBench Coding68.6%
LiveBench Agentic Coding56.5%
LiveBench Mathematics90.8%
LiveBench Data Analysis73.0%
LiveBench Language82.8%
AA Intelligence Index39.120.2
IFBench71.4%
AA-LCR79.3%74.7%
MMMU-Pro80.4%70.1%
AA-Omniscience25.3-15.6
Terminal-Bench Hard37.1%
GPQA Diamond (AA)93.1%82.7%
Humanity's Last Exam (AA)42.7%20.1%
SciCode (AA)55.0%
τ²-Bench Telecom (AA)80.7%
PRBench Finance47.7%
PRBench Legal48.6%
MMMU (validation)82.9%
MMMU-Pro (official)76.4%
Kagi LLM Benchmark83.5%67.6%
IFEval (HELM)86.9%
Omni-MATH (HELM)71.4%
WildBench (HELM)86.1%
MMLU-Pro (HELM)85.9%
GPQA Diamond (HELM)75.3%
HELM Capabilities mean81.1%
Aider Polyglot81.3%
SWE-bench Verified (bash only)58.4%
SWE-bench Verified (any scaffold)58.4%
BFCL Overall63.0%

Data as of 2026-09-12. Best configuration of each model; every score links to its source on the model pages.

Grok 4.5 vs o3: questions

Is Grok 4.5 better than o3?
Grok 4.5 leads on quality: 63.4 vs 61.6. The BenchLeader Index combines every independent quality benchmark; Grok 4.5 is ahead overall as of 2026-09-12, but check the category scores for your use.
Is Grok 4.5 better than o3 for coding?
o3 scores higher in coding (62 vs 60 on the category index, where 50 is average).
Is Grok 4.5 better than o3 for agentic tasks?
o3 scores higher in agentic tasks (70 vs 58 on the category index, where 50 is average).
Which is cheaper, Grok 4.5 or o3?
Grok 4.5 is cheaper: $3.00 against $3.50 per million tokens, blended at three input tokens per output token.
Which is faster, Grok 4.5 or o3?
o3 streams faster: 107 against 55 output tokens per second.
Which has the larger context window?
Grok 4.5 accepts more context: 500k against 200k tokens.