BenchLeader

Gemini 4 Carbon vs Grok 4.5

Full profiles: Gemini 4 Carbon (Google) and Grok 4.5 (SpaceXAI): every benchmark, price and rank.

Updated · Data from 10 sources

As of 29 Oct 2026, Gemini 4 Carbon and Grok 4.5 are neck and neck on quality (65.1 vs 59.8 on the BenchLeader Index, inside the ±7.4 margin), and Grok 4.5 is 2.7× cheaper at $3.00 vs $8.00 per 1M tokens blended. Gemini 4 Carbon leads in every category we measure both in. Gemini 4 Carbon streams ~1.5× faster.

Key facts (as of 29 Oct 2026)

  • Gemini 4 Carbon scores 65.1 on the BenchLeader Index and Grok 4.5 scores 59.8 (BenchLeader, 29 Oct 2026).
  • Gemini 4 Carbon costs $8.00 per 1M tokens blended (list price, 29 Oct 2026).
  • Grok 4.5 costs $3.00 per 1M tokens blended (list price, 29 Oct 2026).
  • Gemini 4 Carbon streams ~1.5× faster than Grok 4.5 (Artificial Analysis, 7-day median, 29 Oct 2026).

Which to pick for…

The pick's numbers come first. Category scores on the BenchLeader scale (50 is the average model, 15 points one standard deviation). High confidence means a lead of half a standard deviation or more; under one point is called either.

Use casePickWhyConfidence
CodingGemini 4 Carbon72 vs 57 category scoreHigh
ReasoningGemini 4 Carbon79 vs 69 category scoreHigh
Chat quality (human preference)–Only Grok 4.5 has an Arena rating (65 category score)Not comparable
Lowest costGrok 4.5$3.00 vs $8.00 per 1M blended; agentic coding session $0.144 vs $0.320–
Fastest first answerGrok 4.51.5 s (Grok 4.5) vs 103.1 s (Gemini 4 Carbon (high)) to the first answer token–
High volume on a budgetNeither flagshipA smaller model is usually the better fit: Cheapest good LLMs, Fastest LLMs–

Key differences

  • Gemini 4 Carbon (high) and Grok 4.5 are neck and neck on quality (65.1 vs 59.8, within the ±7.4 margin).
  • Gemini 4 Carbon (high) is stronger in coding, knowledge, long context, reasoning.
  • Grok 4.5 is stronger in agents & tools, human preference, maths, multimodal.
  • Grok 4.5 is 2.7× cheaper ($3.00 vs $8.00 per 1M blended).
  • Gemini 4 Carbon (high) streams 2.0× faster (100 vs 51 tokens per second).

At a glance

SpecGemini 4 CarbonGrok 4.5
DeveloperGoogleSpaceXAI
Released28 Oct 20268 Jul 2026
Context window (tokens)1,000,000500,000
Compared atGemini 4 Carbon (high)Grok 4.5
Open weightsNoNo
Price in / out / cached input per 1M$4.00 / $20.00 / –$2.00 / $6.00 / $0.300

Category by category

Category scores on the BenchLeader scale: 50 is the average evaluated model, 15 points is one standard deviation. A gap under one point is called level.

CategoryGemini 4 Carbon (high)Grok 4.5Leader
Reasoning78.968.7Gemini 4 Carbon
Coding71.757.1Gemini 4 Carbon
Agents & tools–55.8not comparable
Maths–65.3not comparable
Knowledge75.8–not comparable
Human preference–65.4not comparable
Multimodal–62.9not comparable
Long context64.5–not comparable

Where sources disagree

Across the 0 benchmarks both have, Gemini 4 Carbon leads 0, Grok 4.5 leads 0.

Overall indexGemini 4 Carbon (high)Grok 4.5Leader
BenchLeader Index65.159.8neck and neck

Each publisher runs its own tasks, harnesses and effort settings, so their overall verdicts can differ; BenchLeader reconciles them on one scale. † measured at another effort setting of the same model (the publisher did not test the one compared here).

Price, speed and latency

List prices blended at three input tokens per output token. Per-task prices use the token counts on the methodology page; suite cost is what Artificial Analysis paid to run its whole Intelligence Index.

MeasureGemini 4 Carbon (high)Grok 4.5
Blended price per 1M tokens$8.00$3.00
Input / output per 1M$4.00 / $20.00$2.00 / $6.00
Cached input per 1M–$0.300
Price per task: chat reply$0.0076$0.0026
Price per task: summarize a 30-page report$0.060$0.028
Price per task: code edit$0.054$0.021
Price per task: agentic coding session$0.320$0.144
Price per task: structured extraction$0.012$0.0052
Cost to run a full benchmark suite$7.76–
Output speed100 tok/s51 tok/s
Time to first answer103.1 s1.5 s
Time to a complete answer108.1 s–

Each model is compared at its best-ranked reasoning-effort setting. Gemini 4 Carbon (high) scores 65.1 and takes 103 s to its first answer token. Grok 4.5 scores 59.8 and takes 1 s to its first answer token; Grok 4.5 (high) scores 56.9 in 10 s. Higher effort means more thinking before the answer: better scores, longer waits and more tokens billed. How reasoning effort changes scores and cost.

Every benchmark

111 benchmarks, grouped by category; each name links to the board and its leaders. † measured at another effort setting of the same model, shown for reference and not counted as a win.

MetricPublisherGemini 4 Carbon (high)Grok 4.5
BenchLeader IndexBenchLeader65.159.8
Coding scoreBenchLeader71.757.1
Knowledge scoreBenchLeader75.8–
Long context scoreBenchLeader64.5–
Reasoning scoreBenchLeader78.968.7
Agents & tools scoreBenchLeader–55.8
Human preference scoreBenchLeader–65.4
Maths scoreBenchLeader–65.3
Multimodal scoreBenchLeader–62.9
Blended price $/MBenchLeader$8.00$3.00
Output speedBenchLeader100 tok/s51 tok/s
Time to first answerBenchLeader103.1 s1.5 s
Context windowBenchLeader1,000,000 tokens500,000 tokens
Reasoning
GPQA DiamondEpoch AI Benchmarking Hub–93.4%†
SimpleBenchSimpleBench–70.0%
Arena Hard PromptsArena (LMArena)–1488
LiveBench 1.0 ReasoningLiveBench–87.2%
GPQA Diamond (AA)Artificial Analysis–93.1%†
Humanity's Last Exam (AA)Artificial Analysis60.4%42.7%†
HLE-Diamond (AA)Artificial Analysis69.1%–
GPQA Diamond (Vals)Vals AI–92.9%†
Kagi LLM BenchmarkKagi LLM Benchmark–83.5%
ARC-AGI-1ARC Prize–85.7%†
ARC-AGI-2ARC Prize–52.6%†
ARC-AGI-3ARC Prize–0.3%†
CritPtArtificial Analysis36.0%15.4%†
CritPt v2 hard subset (AA)Artificial Analysis63.0%–
Chess PuzzlesEpoch AI Benchmarking Hub–35.0%†
LMCAEpoch AI Benchmarking Hub–45.2%†
DTBenchEpoch AI Benchmarking Hub–96.5%†
ForecastBenchForecastBench–66.0%†
Coding
SciCodeSciCode64.2%55.0%†
WeirdMLWeirdML–46.4%
FrontierCodeCognition–42.4%
Arena CodingArena (LMArena)–1514
Arena WebDevArena (LMArena)–1553
LiveBench 1.0 CodingLiveBench–68.6%
LiveCodeBenchVals AI–87.3%†
Show all 111 benchmarks
MetricPublisherGemini 4 Carbon (high)Grok 4.5
Coding
IOIVals AI–40.6%†
SWE-bench (Vals)Vals AI–86.6%†
Code MigrationVals AI–36.6%†
ProgramBenchVals AI–0.0%†
Vibe Code Bench v1.1Vals AI89.1%69.0%†
MirrorCodeEpoch AI Benchmarking Hub–32.2%†
Surface Evolver BenchEpoch AI Benchmarking Hub–74.4%†
DeepSWE v1.1Epoch AI Benchmarking Hub–53.8%†
ALE-BenchEpoch AI Benchmarking Hub–1309.3†
Terminal-Bench 4.0 (AA)Artificial Analysis65.2%10.6%†
Terminal-Bench 2.1 (AA)Artificial Analysis–81.7%†
Startrise FrontendStartrise–68.0%
FrontierCode 1.1 (AA)Artificial Analysis48.5%–
FrontierCode 2.0 (AA)Artificial Analysis40.6%–
Agents & tools
Terminal-BenchTerminal-Bench–12.4%†
APEX-AgentsMercor–56.2%
LiveBench Agentic CodingLiveBench–56.5%
Terminal-Bench 2.1 (Vals)Vals AI–67.8%†
τ³-bench Bankingτ²-bench–47.9%†
τ³-Banking (AA)Artificial Analysis–42.1%†
Analyst Agent (AA)Artificial Analysis–35.0%†
CyberBenchVals AI–71.0%†
Finance Agent v2Vals AI–48.4%†
Finance Agent v2.1Vals AI67.2%–
Harvey's Legal Agent Benchmark v1.1Vals AI17.5%–
Harvey's Legal Agent Benchmark v1Vals AI–12.9%†
Legal Research BenchVals AI55.8%38.0%†
SkillsBenchVals AI–66.0%†
SREBenchVals AI–0.8%†
Tax Agent BenchVals AI48.9%24.9%†
Terminal-Bench 4.0 (Vals)Vals AI63.1%8.6%†
Time Horizon Index: KSPVals AI–6.3%†
Web Search IndexVals AI–35.5%†
Arena SearchArena (LMArena)–1206
PostTrainBenchEpoch AI Benchmarking Hub–23.4%†
GBAEvalEpoch AI Benchmarking Hub–65.4%
Vending-Bench 2Andon Labs16484.2†3887.4
AutomationBenchArtificial Analysis77.8%57.9%†
GDP.pdf (AA)Artificial Analysis28.4%18.8%†
EnterpriseOps-GymArtificial Analysis–40.8%†
AA-Briefcase v1.1Artificial Analysis16091278†
Terminal-Bench-Science 0.1 (AA)Artificial Analysis64.8%–
FACTS SearchGoogle–79.4%
Maths
FrontierMath Tiers 1–3Epoch AI Benchmarking Hub–57.2%†
FrontierMath Tier 4Epoch AI Benchmarking Hub–24.4%†
OTIS Mock AIMEEpoch AI Benchmarking Hub–97.8%†
ProofBenchVals AI–31.0%†
LiveBench MathematicsLiveBench–90.8%
Arena MathsArena (LMArena)–1473
Knowledge
SimpleQA VerifiedEpoch AI Benchmarking Hub–48.3%†
LiveBench 1.0 Data AnalysisLiveBench–73.0%
AA-Omniscience v1.1Artificial Analysis53.5–
MMLU-ProVals AI–89.2%†
LegalBenchVals AI–86.0%†
CorpFinVals AI–67.4%†
TaxEvalVals AI–71.7%†
Excel Modeling BenchmarkVals AI–52.9%†
Excel Modeling Benchmark v1.1Vals AI76.5%–
MedCodeVals AI–43.3%†
MedScribeVals AI–86.9%†
GDP.pdfEpoch AI Benchmarking Hub–14.0%†
AA-Omniscience v1.1: accuracyArtificial Analysis58.3%–
AA-Omniscience v1.1: non-hallucinationArtificial Analysis88.6%–
Instruction following
LiveBench LanguageLiveBench–82.8%
LiveBench Instruction FollowingLiveBench–71.5%
Arena Instruction FollowingArena (LMArena)–1461
Human preference
Arena TextArena (LMArena)–1466
Arena Creative WritingArena (LMArena)–1452
Arena Multi-turnArena (LMArena)–1473
Arena Longer QueriesArena (LMArena)–1480
Multimodal
Arena VisionArena (LMArena)–1287
MMMU-ProArtificial Analysis–80.4%†
MMMU-Pro (Vals)Vals AI–61.8%†
MortgageTaxVals AI–61.8%†
Blueprint-Bench 2Epoch AI Benchmarking Hub58.6%†27.3%
Long context
AA-LCR v1.1Artificial Analysis79.3%79.3%†
Arena DocumentArena (LMArena)–1464
MLCRArtificial Analysis–16.1%†
Composite
Epoch Capabilities IndexEpoch AI Benchmarking Hub–154.1
LiveBench 1.0LiveBench–75.8%
AA Intelligence Index v5.0Artificial Analysis59.4–
AA Intelligence Index v4.3.2Artificial Analysis–38.8†
AA Progress Index v1Artificial Analysis351.6312.3†
Vals IndexVals AI70.4–
Vals Finance IndexVals AI66.3%–
Vals Multimodal IndexVals AI–63.4%†

Data as of 2026-10-29. Best configuration of each model; every score links to its source on the model pages.

What changed

  • Grok 4.5: BenchLeader Index 59.1 → 60.0.
  • Grok 4.5: BenchLeader Index 59.7 → 59.1.
  • Grok 4.5: 6 new results (LiveBench 2.0, LiveBench Long Agentic, LiveBench 2.0 Coding…).
  • Grok 4.5: 1 new result (Startrise Frontend).
  • Grok 4.5: BenchLeader Index 60.2 → 59.7.
  • Grok 4.5: 1 score revision.
  • Grok 4.5: BenchLeader Index 60.7 → 60.2.

Rankings: Best LLM overall · Best LLM for coding · Best LLM for agents · Best cheap LLMs

Gemini 4 Carbon vs Grok 4.5: questions

Is Gemini 4 Carbon better than Grok 4.5?
Gemini 4 Carbon (high) and Grok 4.5 are neck and neck on quality (65.1 vs 59.8, within the ±7.4 margin). The BenchLeader Index combines every independent quality benchmark; the two are within the margin of error as of 29 Oct 2026, so check the category scores for your use.
Gemini 4 Carbon vs Grok 4.5: which is cheaper, and will that change?
Grok 4.5 is cheaper today: $3.00 against $8.00 per million tokens, blended at three input tokens per output token. No price change has been announced for either.
Is Gemini 4 Carbon or Grok 4.5 better for coding?
Gemini 4 Carbon scores higher in coding (72 vs 57 on the category index, where 50 is average).
Which is faster, Gemini 4 Carbon or Grok 4.5?
Gemini 4 Carbon streams ~1.5× faster (100 vs 51 output tokens per second, Artificial Analysis 7-day median).
Which is better for long documents?
Gemini 4 Carbon accepts more context: 1,000,000 against 500,000 tokens for Grok 4.5.
More questions (2)
Which has lower latency?
Grok 4.5 answers first: 1.5 s against 103.1 s to the first answer token, as Artificial Analysis measures it. Reasoning effort drives most of this: a higher setting thinks longer before it answers.
When was Gemini 4 Carbon released?
Gemini 4 Carbon was released on 28 Oct 2026.