BenchLeader

Grok 4 Fast

Reasoning effort

Grok 4 Fast is a SpaceXAI proprietary reasoning model, released 19 Sept 2025. Its best configuration (thinking reasoning effort) ranks #345 of 785 on the BenchLeader Index at 51.4 ±4.1, in the upper half. The ± is the point: 304 other configurations score within that range, so they and this one cannot be told apart on quality alone — price and speed are what separate them. It scores highest in long context (62) and lowest in coding (42). At $0.275 per million tokens blended it is cheaper than most ranked models. It has been measured at 4 reasoning-effort settings; this summary describes the best-scoring one, and the tabs above switch between them. Last measured 23 Oct 2026.

Blended price
$0.275/M
$0.200 in · $0.500 out
Output speed
–
First answer
–
Context
2M
Full answer
–
Cost per run
–
Released
19 Sept 2025
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index51
  2. Reasoning46
  3. Coding42
  4. Agents & tools50
  5. Maths59
  6. Knowledge54
  7. Instruction following52
  8. Human preference58
  9. Multimodal44
  10. Long context62
  11. Composite50

Versions

SpaceXAI has shipped 2 models under this name. Each is ranked on its own results; a newer version often has fewer results so far, which holds its index nearer the average until more arrive.

ModelReleasedIndexRank
Grok 4.1 Fastthinking19 Nov 202554.7#244
Grok 4 Fastthinkingthis page19 Sept 202551.4#345

Reasoning-effort configurations

The same model behaves differently depending on how much it is allowed to think. Each row is one setting, scored only on the benchmarks that were run at that setting. “Not stated” collects results from publishers that did not say which setting they used; for a reasoning model that is usually its thinking mode, but we do not assume it. Pick a setting here or at the top of the page to see its price, speed and category scores.

EffortIndexRankSpeedFirst answerChat reply costCategories
no reasoning44.2#543––$0.0002Agents & tools 44 · Coding 40 · Composite 42 · Human preference 60 · Instruction following 41 · Knowledge 42 · Long context 36 · Maths 51 · Multimodal 30 · Reasoning 47
high–––––
thinkingbest51.4#345––$0.0002Agents & tools 50 · Coding 42 · Composite 50 · Human preference 58 · Instruction following 52 · Knowledge 54 · Long context 62 · Maths 59 · Multimodal 44 · Reasoning 46
not stated–––––Agents & tools 51 · Coding 45 · Long context 63 · Reasoning 34

How its index has moved

8 Sept 2026 to 21 Oct 2026
374756
  • thinking
  • no reasoning

The index is recomputed from scratch every day, so a line moves when a new benchmark result lands, when a publisher revises a score, or when the models it is normalised against change. Early movement usually means the score is still settling.

Benchmark results

See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

Benchmarkno reasoningthinkingnot statedSourceTrend
Arena Hard Prompts1432#1361414#158–Arena (LMArena)
GPQA Diamond (AA)not in index60.6%#37184.8%#133–Artificial Analysis
Humanity's Last Exam (AA)not in index4.5%#49319.1%#223–Artificial Analysis
GPQA Diamond (Vals)not in index62.1%#10485.3%#47–Vals AI
Kagi LLM Benchmark–66.1%#3835.4%#116Kagi LLM Benchmark
ARC-AGI-1–48.5%#181–ARC Prize
ARC-AGI-2–5.3%#174–ARC Prize
CritPt0.0%#3152.9%#182–Artificial Analysis
DTBenchnot in indexeffort not stated––82.7%#117Epoch AI Benchmarking Hub
ForecastBenchnot in indexeffort not stated––64.9%#17ForecastBench

Coding

Benchmarkno reasoningthinkingnot statedSourceTrend
WeirdMLeffort not stated––42.9%#91WeirdML
Arena Coding1457#1371439#157–Arena (LMArena)
Arena WebDev–1160#138–Arena (LMArena)
LiveCodeBench46.1%#11579.0%#73–Vals AI
SWE-bench (Vals)not in index–45.4%#81–Vals AI
Vibe Code Bench v1.1not in index–0.0%#112–Vals AI

Agents & tools

Benchmarkno reasoninghighthinkingnot statedSourceTrend
Cybencheffort not stated–––30.0%#9Cybench
Terminal-Bench Hard12.1%#210–18.9%#166–Artificial Analysis
τ²-Bench Telecom (AA)not in index63.7%#171–65.8%#165–Artificial Analysis
τ³-bench Bankingnot in index–15.7%#21––τ²-bench
Poker Agentnot in index––1034.3%#9–Vals AI
Terminal-Bench 2.0 (Vals)not in index––29.2%#45–Vals AI

Maths

Benchmarkno reasoningthinkingSourceTrend
AIME (Vals)33.3%#6991.3%#25Vals AI
MGSM88.0%#5190.9%#31Vals AI
Arena Maths1424#1131412#131Arena (LMArena)

Knowledge

Benchmarkno reasoningthinkingSourceTrend
AA-Omniscience-54.4#428-29.9#282Artificial Analysis
MMLU-Pro70.3%#11279.7%#89Vals AI
LegalBench78.4%#9880.6%#83Vals AI
CorpFin58.4%#8166.9%#15Vals AI
TaxEval71.6%#7475.7%#13Vals AI
MedQA75.4%#7692.1%#35Vals AI
CaseLaw v2not in index–65.7%#10Vals AI
MedCodenot in index30.0%#9337.4%#73Vals AI
MedScribenot in index79.7%#5981.6%#51Vals AI
AA-Omniscience: accuracynot in index17.7%#35722.8%#268Artificial Analysis
AA-Omniscience: non-hallucinationnot in index12.3%#37631.7%#211Artificial Analysis

Instruction following

Benchmarkno reasoningthinkingSourceTrend
IFBench37.7%#29050.5%#172Artificial Analysis
Arena Instruction Followingnot in index1395#1441389#150Arena (LMArena)

Human preference

Benchmarkno reasoningthinkingSourceTrend
Arena Text1419#1251405#144Arena (LMArena)
Arena Creative Writingnot in index1382#1341384#130Arena (LMArena)
Arena Multi-turnnot in index1422#1211405#146Arena (LMArena)
Arena Longer Queriesnot in index1418#1361413#141Arena (LMArena)

Multimodal

Benchmarkno reasoningthinkingSourceTrend
MMMU-Pro48.1%#24761.8%#205Artificial Analysis
MMMU-Pro (Vals)not in index63.4%#7872.8%#59Vals AI
MortgageTaxnot in index25.3%#9142.1%#86Vals AI
SAGEnot in index16.0%#8829.8%#81Vals AI

Long context

Benchmarkno reasoningthinkingnot statedSourceTrend
Fiction.LiveBench 120keffort not stated––75.0%#7Fiction.live
AA-LCR24.0%#41573.7%#173–Artificial Analysis

Composite

Benchmarkno reasoningthinkingnot statedSourceTrend
Epoch Capabilities Indexnot in indexeffort not stated––144.1#89Epoch AI Benchmarking Hub
AA Intelligence Index v4.3.211.1#36517.9#258–Artificial Analysis

Price history

The price above, per 1M tokens, every day it changed.

$0.00$0.688$1.38$2.06$2.75Sept 26Oct 26
input outputnow $0.200 in · $0.500 out

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0002––
Summarize a 30-page report12,000 / 600$0.0027––
Code edit6,000 / 1,500$0.0020––
Agentic coding session60,000 / 4,000$0.014––
Structured extraction2,000 / 200$0.0005––

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See also

Questions people ask

What are Grok 4 Fast's benchmark scores?
As of 25 Oct 2026, Grok 4 Fast (thinking effort) scores 51.4 ±4.1 on the BenchLeader Index, strongest in long context (62) and weakest in coding (42). That rests on 23 independent benchmark results, and every score on this page links to its publisher.
How does Grok 4 Fast rank?
Grok 4 Fast (thinking effort) is #345 of 785 ranked configurations on 25 Oct 2026. 304 other configurations score within its margin, so the exact position matters less than the band. The leader is Claude Opus 5.5 (max effort) at 72.6.
How much does Grok 4 Fast cost per 1M tokens?
As of 25 Oct 2026, Grok 4 Fast costs $0.200 per 1M input tokens and $0.500 per 1M output tokens, $0.275 blended (three input tokens per output token). The list price last changed on 9 Sept 2026.
When was Grok 4 Fast released?
SpaceXAI released Grok 4 Fast on 19 Sept 2025. BenchLeader has results for it at 4 reasoning-effort settings.

Data as of 25 Oct 2026. Compare these configurations.

Cite as: BenchLeader, “Grok 4 Fast: benchmarks, pricing, speed and rank”, data as of 25 Oct 2026, https://www.benchleader.com/models/grok-4-fast.