Benchmark Almanac

Grok 4.7

Grok 4.7 ranks first on 2 of the 261 benchmarks with five or more models scored.

xAI Released September 21st, 2026 Family Grok 4.7 The lab's model card Compare with others
277
Benchmarks with a score
2
Ranked first, out of five or more models
11
In the top three
xAI Sep 2026

Grok 4.7

Closed weights Flagship

156.2 #38 of 256
Epoch Capabilities Index
Self-Reported Index 157.3 #49 of 404
  • Terminal-Bench 4.0 37.6% #16 /40
  • GPQA Diamond 92.7% #27 /229
  • HealthBench Professional 56.7% #21 /26

Where it ranks

Its best score on each benchmark, and where that ranks among every model with a score there. We rank each model once, at its best setting.

Knowledge and language

BenchmarkScoreRankSource
Longform Creative Writing (EQ-Bench) 83.0 #5 of 119 Official leaderboard
Creative Writing v3 79.8 #13 of 120 Official leaderboard
BullshitBench V2 75% #16 of 129 Official leaderboard
Opening Lines Arena 1,596 #3 of 15 Official leaderboard
SimpleQA Verified 59.4% #12 of 56 Official leaderboard
LMArena (Elo) 1,442 #74 of 335 Official leaderboard
HANDBOOK.md 44% #4 of 16 Official leaderboard
Corp Speak Arena 1,565 #6 of 22 Official leaderboard
AA-LCR Extended 68.2% #19 of 49 Official leaderboard
Lech Mazur Creative Writing 0.35 #22 of 50 Official leaderboard
FACTS Grounding v2 68.6% #11 of 25 Official leaderboard
Extended NYT Connections 76.8% #49 of 103 Official leaderboard
ComplexConstraints 60.8% #8 of 15 Official leaderboard
FACTS Parametric V2 54.3% #15 of 27 Official leaderboard
FACTS Benchmark Suite 62.3% #14 of 23 Official leaderboard
StudyArena Text 1,222 #53 of 85 Official leaderboard
FACTS Multimodal 40.9% #16 of 23 Official leaderboard
Joke Arena 1,478 #19 of 25 Official leaderboard
ELI5 Arena 1,371 #17 of 18 Official leaderboard
HLE-Diamond 25% #19 of 20 Official leaderboard

Math and science

BenchmarkScoreRankSource
DTBench 96% #19 of 180 Official leaderboard
GPQA Diamond 92.7% #27 of 229 Epoch AI run
OTIS Mock AIME 2024-2025 98.1% #34 of 212 Epoch AI run
LatchBio Capabilities v1.0 47.4% #9 of 27 Official leaderboard
ARC-AGI-2 61.4% #33 of 98 Official leaderboard
ARC-AGI 90.2% #35 of 95 Official leaderboard
scBench (LatchBio SingleCellBench) 58.5% #10 of 26 Official leaderboard
Terminal-Bench-Science 14.3% #8 of 17 Official leaderboard
FrontierPhysics 4.20% #12 of 22 Official leaderboard
Riemann-bench 57.6% #11 of 20 Official leaderboard
BioMysteryBench 69.3% #17 of 30 Official leaderboard
MysteryMechanism 25.2% #18 of 31 Official leaderboard
FrontierMath Tiers 1-3 v2 53% #51 of 86 Official leaderboard
ProofBench v1.1 26% #39 of 52 Official leaderboard
BixBench 88.4% #3 of 4 Lab model card
FrontierMath Tier 4 v2 17.1% #52 of 68 Official leaderboard
CritPt 50.6% #9 of 11 Official leaderboard
CritPt v2 50.6% #9 of 11 Official leaderboard
Human Behavior Bench 75.2 #10 of 11 Official leaderboard
FrontierMath Erdős 0% #15 of 15 Official leaderboard

Coding

BenchmarkScoreRankSource
WebDev Arena 1,638 #12 of 105 arena.ai, via Epoch AI
Vibe Code Bench 86.2% #15 of 120 Official leaderboard
DAXBench v2 91.2% #6 of 47 Official leaderboard
APEX-SWE 53.4% #10 of 65 Official leaderboard
DesignArena React Native 1,250 #9 of 56 Official leaderboard
Code Arena 1,641 #21 of 128 Official leaderboard
DesignArena Game Dev 1,307 #26 of 143 Official leaderboard
SWE-Together 65.1% #4 of 22 Official leaderboard
RSI Arena 1,038 #2 of 10 Official leaderboard
DesignArena 3D Design 1,259 #32 of 136 Official leaderboard
DesignArena Agentic Overall 1,243 #18 of 74 Official leaderboard
Code Migration 44.8% #19 of 78 Official leaderboard
ALE-Bench 1,823 #33 of 126 Official leaderboard
Doc2Harness 43.5% #5 of 19 Official leaderboard
DesignArena Code 1,267 #38 of 143 Official leaderboard
DesignArena UI Component 1,274 #37 of 139 Official leaderboard
DeepSWE 71% #18 of 56 Lab model card
FrontierCode 2.0 28.9% #11 of 32 Official leaderboard
Image-to-WebDev Arena 1,589 #19 of 55 Official leaderboard
OpenDesign Arena 82.9 #8 of 21 Official leaderboard
DesignArena Website 1,245 #59 of 151 Official leaderboard
MirrorCode 54.4% #16 of 39 Epoch AI run
IOI v2 (Vals) 57.7% #19 of 45 Official leaderboard
SWE Atlas v1.1 62.1% #12 of 28 Official leaderboard
Next.js Agent Evals 96% #6 of 14 Official leaderboard
Code Migration v1.1 53.2% #13 of 30 Official leaderboard
SWE-Marathon 46% #5 of 11 Lab model card
DesignArena Data Visualization 1,224 #54 of 118 Official leaderboard
Chart Arena 1,509 #7 of 15 Official leaderboard
DesignArena Image to HTML 1,209 #24 of 51 Official leaderboard
SWE Atlas Codebase QnA Extended 15.3% #19 of 38 Official leaderboard
AutoResearchExam 0.52 #6 of 12 Official leaderboard
Senior SWE-Bench 27.4% #12 of 23 Official leaderboard
SWE-bench Verified Extended 55.3% #23 of 44 Official leaderboard
CursorBench 46.3% #11 of 21 cursor.com, via Epoch AI
DAYJOB: Data Science 6.70% #8 of 15 Official leaderboard
SWE-Marathon v1.1 45.6% #11 of 20 Official leaderboard
RSI-Exam 38.4% #10 of 18 Official leaderboard
ViBench 2.0 1.50% #5 of 9 Official leaderboard
FrontierSWE 29.5% #14 of 25 Official leaderboard
SWE-bench CLI 6.10% #9 of 16 Official leaderboard
CursorBench 4.0 46.3% #12 of 21 Official leaderboard
Snorkel Agentic Coding 2.0 31.9% #10 of 16 Official leaderboard
WeirdML v3 8.45% #17 of 27 Official leaderboard
ReactBench 32.3% #18 of 28 Official leaderboard
Vals RSI Index 0.20 #18 of 27 Official leaderboard
Real-SWE 1.1 28% #10 of 15 Official leaderboard
Brokk Power Ranking 5.40 #14 of 19 Official leaderboard
Landing Page Arena 1,411 #11 of 14 Official leaderboard
Web Clone Bench 2.80% #8 of 10 Official leaderboard
OWE-Bench 7.00% #12 of 14 Official leaderboard
DeepRSI 685 #7 of 8 Official leaderboard
sudo L7 12.2% #16 of 18 Official leaderboard
Floorplan Arena 1,270 #10 of 11 Official leaderboard
FrontierMemory 37.8% #7 of 7 Official leaderboard

Agents and tools

BenchmarkScoreRankSource
Hermes Bench 74.4% #2 of 17 Official leaderboard
Game Arena Ultimate Tic-Tac-Toe 534 #5 of 39 Official leaderboard
Game Arena Nine Men's Morris 896 #8 of 39 Official leaderboard
LLM Chess 822 #30 of 123 Official leaderboard
Game Arena Lines of Action 570 #10 of 39 Official leaderboard
RuneBench 5.66 #21 of 76 Official leaderboard
DuelLab GameBench 2 72.3 #17 of 57 Official leaderboard
Agent Arena 2.56% #17 of 56 Official leaderboard
BrowseComp Extended 39.5% #13 of 42 Official leaderboard
Game Arena Four in a Row 474 #15 of 43 Official leaderboard
Terminal-Bench 4.1 38.8% #15 of 43 Official leaderboard
ARC-AGI-3 10.1% #10 of 27 Official leaderboard
Terminal-Bench 4.0 37.6% #16 of 40 Official leaderboard
Kaggle Game Arena 336 #17 of 42 Official leaderboard
Chess Puzzles 41% #38 of 93 Epoch AI run
Mystery Game Puzzles 29% #36 of 84 Epoch AI run
Game Arena Clobber 330 #17 of 39 Official leaderboard
Game Arena Coin Game 382 #17 of 39 Official leaderboard
Collaborative Intelligence Benchmark 55.6% #8 of 18 Official leaderboard
Game Arena Chess 842 #19 of 42 Official leaderboard
Game Arena Dots and Boxes 917 #19 of 40 Official leaderboard
Game Arena Go 1,004 #19 of 39 Official leaderboard
Game Arena Word Association 279 #20 of 40 Official leaderboard
BU Bench V2.1 73.3 #8 of 16 Official leaderboard
WitnessBench 14.8% #6 of 12 Official leaderboard
Game Arena Dark Hex 262 #21 of 41 Official leaderboard
Game Arena Word Art 491 #21 of 39 Official leaderboard
Game Arena Reversi 453 #23 of 39 Official leaderboard
o11y-bench 76.6% #13 of 22 Official leaderboard
Game Arena Checkers 888 #26 of 41 Official leaderboard
Game Arena Bargaining 163 #26 of 39 Official leaderboard
Terminal-Bench 2.1 Extended 11.8% #42 of 44 Official leaderboard

Professional work

BenchmarkScoreRankSource
SnorkelUnderwrite 2.0 30.5% #1 of 16 Official leaderboard
MedScribe 89.4% #7 of 97 Official leaderboard
DAYJOB: Healthcare 27.6% #5 of 37 Official leaderboard
EnterpriseBench: CoreCraft 68.2% #7 of 51 Official leaderboard
Vending-Bench 2 $10,537 #10 of 67 Official leaderboard
Harvey LAB (Legal Agent Benchmark) 12.5% #13 of 80 Official leaderboard
Legal Research Bench 47.1% #17 of 93 Official leaderboard
Harvey LAB v1.1 (HLAB-Vals-1.1) 18.3% #7 of 38 Official leaderboard
Vals Index v2 60.2% #12 of 65 Official leaderboard
SnorkelFinance 2.0 20.2% #3 of 16 Official leaderboard
Tax Agent Bench 35.8% #17 of 84 Official leaderboard
Tuesday Work Index 64.7 #9 of 44 Official leaderboard
DAYJOB: Finance 26.5% #8 of 39 Official leaderboard
MedCode 49.5% #22 of 96 Official leaderboard
LegalBench 84.4% #34 of 138 Official leaderboard
Vending-Bench Arena $7,930 #8 of 32 Official leaderboard
DAYJOB: Law 27.6% #4 of 16 Official leaderboard
Ivo-micro1 ContractBench 58.3% #2 of 8 Official leaderboard
FoodTruck Bench $42,561 #15 of 59 Official leaderboard
Excel Modeling Benchmark 67% #20 of 76 Official leaderboard
Vals Legal Index 72.7% #10 of 38 Official leaderboard
EEBench 64% #8 of 30 Official leaderboard
DAYJOB: Tax 5.00% #4 of 15 Official leaderboard
YC-Bench $1,666,389 #16 of 59 Official leaderboard
SnorkelManufacturing 12.1% #5 of 16 Official leaderboard
PolicyBench 87.6% #16 of 50 Official leaderboard
Short Form Bench $2,578 #3 of 9 Official leaderboard
Vals Index v2.1 55% #17 of 49 Official leaderboard
GDP.xlsx 22.3% #7 of 20 Official leaderboard
Excel Modeling Benchmark v1.1 71.5% #15 of 42 Official leaderboard
WorkplaceAgents 15.2% #5 of 14 Official leaderboard
Vals Finance Index 58.8% #15 of 40 Official leaderboard
Physical-Engineering's Last Exam 0.30 #7 of 18 Official leaderboard
APEX-Agents 1.1 68.7% #26 of 65 Official leaderboard
Immigration Bench 68% #10 of 25 Official leaderboard
DAYJOB: Accounting 20% #7 of 17 Official leaderboard
Public Benefits Bench 65.6% #21 of 50 Official leaderboard
APEX-Agents 54.6% #26 of 61 Collected by Epoch AI, source not named
APEX-1 65.4% #31 of 71 Official leaderboard
Vals Finance Agent v2 52.3% #36 of 80 Official leaderboard
PRBench 47.6% #22 of 48 Official leaderboard
TaxCalcBench v2 48% #15 of 32 Official leaderboard
Legora BAR 102.0 #8 of 17 Official leaderboard
SnorkelLegal 32.8% #8 of 16 Official leaderboard
CADGenBench 44.4% #1 of 2 Lab model card
Vals Index v2.2 58.6% #19 of 37 Official leaderboard
Parametric CAD Bench 34.8% #6 of 11 Official leaderboard
Digital Work Index 19.3 #9 of 16 Official leaderboard
DeepFinance 34.1% #13 of 23 Official leaderboard
RCM-Bench-1 88.2% #12 of 20 Official leaderboard
HW-Bench 20% #9 of 15 Official leaderboard
LegalReasonBench 40.4% #6 of 10 Official leaderboard
MedXpertQA MM Extended 52% #25 of 41 Official leaderboard
Holdings-IndividualTaxBench 72.3% #8 of 13 Official leaderboard
RealmPathology 73.1% #8 of 13 Official leaderboard
DesignArena PDF 1,168 #23 of 37 Official leaderboard
AA-Briefcase v1.1 1,657 #5 of 8 Lab model card
Vals Finance Agent v2.1 60.6% #26 of 40 Official leaderboard
Thrive Holdings helpdesk ticket resolution benchmark 46.1% #10 of 15 Official leaderboard
SnorkelRevOps 11.3% #11 of 16 Official leaderboard
APEX-Accounting 55.3% #35 of 49 Official leaderboard
Clipping Bench $384 #14 of 19 Official leaderboard
GDPx 3.87% #15 of 20 Official leaderboard
CAD Arena 0.26 #9 of 12 Official leaderboard
HealthBench Professional 56.7% #21 of 26 Lab model card
RWE-bench 0% #13 of 15 Official leaderboard
MissionReport 59.5% #9 of 10 Official leaderboard
SheetBench 14.3% #8 of 8 Official leaderboard

Vision, audio and robotics

BenchmarkScoreRankSource
MineBench 1,829 #15 of 75 Official leaderboard
BVB 70.1 #12 of 45 Official leaderboard
Vision Arena 1,249 #45 of 136 Official leaderboard
GDP.pdf 48.8% #8 of 19 Official leaderboard
Blueprint-Bench 2 32.5% #18 of 38 Official leaderboard
CharXiv Extended 78.2% #26 of 38 Official leaderboard
DesignArena Code to Video 1,110 #21 of 29 Official leaderboard
GeoBench 61% #35 of 48 Official leaderboard
Chartography 14.7% #34 of 43 Official leaderboard
SplatBench 2.10 #7 of 8 Official leaderboard
DataCenterBench Tier 1 13.3% #8 of 9 Official leaderboard
1H-VideoQA 59.4% #19 of 20 Official leaderboard
Furniture Assembly Benchmark 20.8% #34 of 35 Official leaderboard
Dual-Arm Sim 6.30 #11 of 11 Official leaderboard
Robo-bench 0.21% #7 of 7 Official leaderboard

Safety and security

BenchmarkScoreRankSource
BioSecBench-Refusal 62.4% #1 of 22 Official leaderboard
ABC Bench Fragment Design 100% #2 of 27 Official leaderboard
Virology Capabilities Test (VCT) 63% #3 of 31 Lab model card
World-Class Bio 57.6% #12 of 74 Official leaderboard
dfbench 59% #4 of 18 Official leaderboard
BioTIER Refuse 80.3% #16 of 69 Official leaderboard
CWE-bench 68% #3 of 12 Official leaderboard
VariantBench 45.5% #7 of 27 Official leaderboard
MetagenomicsBench 48.7% #7 of 26 Official leaderboard
SAFE-Teen Health advice 39% #5 of 17 Official leaderboard
TxBench-Antibody-Discovery 52% #9 of 30 Official leaderboard
ABC Bench Liquid-Handling Robot 98% #11 of 34 Official leaderboard
BioSecBench-Function 43.3% #9 of 27 Official leaderboard
Standard jailbreaks (xAI) 0.01% #1 of 3 Lab model card
SAFE-Teen Relationship boundaries 48% #6 of 17 Official leaderboard
BioSecBench-Surveillance 48% #10 of 27 Official leaderboard
Biopharma Bench 56.3% #5 of 13 Official leaderboard
TxBench-Oligo-Discovery 41.9% #12 of 30 Official leaderboard
Human Pathogen Capabilities Test 53.7% #39 of 86 Official leaderboard
OncologyBench 18.7% #14 of 30 Official leaderboard
Human Pathogen Capabilities Test v2 (HPCT v2) 54.1% #35 of 71 Official leaderboard
CyberGym 80.3% #17 of 34 Lab model card
xAI sycophancy eval 0.03% #2 of 4 Lab model card
BioUseBench 91.4% #1 of 2 Lab model card
Long-horizon jailbreaks (xAI) 0.65% #1 of 2 Lab model card
CyberBench v1.1 (Vals) 69.5% #23 of 44 Official leaderboard
VCT-v2 42% #14 of 25 Official leaderboard
SRE-Bench 3.82% #20 of 35 Official leaderboard
TxBench-Preclinical-Pharmacology 54.7% #18 of 30 Official leaderboard
Molecular Biology Capabilities Test 46.1% #57 of 90 Official leaderboard
CWE-bench 2 54.7% #9 of 14 Official leaderboard
SAFE-Teen Urgent safety 44% #11 of 17 Official leaderboard
BioTIER Permit 99.2% #45 of 69 Official leaderboard
CyberOffense 54.4% #4 of 6 Official leaderboard
Autointent-Bio 100% #2 of 3 Lab model card
Autointent-Chem 99.9% #2 of 3 Lab model card
LAB-Bench 76.8% #2 of 3 Lab model card
EpiBench 20.8% #19 of 27 Official leaderboard
SpatialBench-Long 24.4% #20 of 27 Official leaderboard
scBench-Long 11.4% #22 of 27 Official leaderboard
FrontierBioML 24.0 #9 of 11 Official leaderboard
DeepsecBench 10.9 #24 of 29 Official leaderboard
WellnessBench 48% #10 of 12 Official leaderboard
VIALS 2 18.2% #12 of 14 Official leaderboard
General refusals (xAI) 1.10% #7 of 8 Lab model card
CheatBench 78% #9 of 10 Official leaderboard
BioSimBench 0.12 #11 of 12 Official leaderboard
CVE-Bench 36.6% #13 of 14 Lab model card
DistressBench 52.4% #41 of 42 Official leaderboard
ProtocolQA Open-Ended (xAI) 70.4% #4 of 4 Lab model card
Child safety (xAI) 0% #3 of 3 Lab model card
FORTRESS-RN 97.9% #3 of 3 Lab model card
HackerBench 4.02% #3 of 3 Lab model card
Self-harm refusals (xAI) 1.05% #3 of 3 Lab model card
Biosecurity VCT 41.5% #2 of 2 Lab model card
CathedralBench 29% #1 of 1 Lab model card

Other

BenchmarkScoreRankSource
Conceptual Reasoning Index 63.1 #29 of 151 Official leaderboard
ACCoRD 74.0 #31 of 152 Official leaderboard
LMCA 49.4% #31 of 147 Official leaderboard
SAGE v1.1 (Vals) 88.7% #7 of 29 Official leaderboard
Hermes Index 39.3 #6 of 17 Official leaderboard
SuperCLUE 49.7 #6 of 16 Official leaderboard
Political Science LLM Benchmark 66.6% #20 of 42 Official leaderboard
LiveBench 67.9% #15 of 31 Official leaderboard
Vals Science Index 34.8% #16 of 25 Official leaderboard
SAGE (Vals) 40.8% #58 of 81 Official leaderboard
Xbench -11.11 #15 of 17 Official leaderboard

Its lab's numbers put it at 157.3, 1.1 points above its ECI

The Self-Reported Index fits one score to the 6 capability results xAI reported for this model, on the scale of the Epoch Capabilities Index. Labs choose which benchmarks to show and how to run them, so read it as the lab's claim, not an independent measurement. The 90% interval runs from 152.2 to 162.4. How we compute it.

Its lab's numbers next to 9 leaderboards

Where the benchmark's own leaderboard, or Epoch AI's run, also has this model. Gaps mostly come from different harnesses, effort levels and task subsets. Every pair.

Benchmark Lab says Board says Gap
Harvey LAB (Legal Agent Benchmark) 19.6% Harvey Legal Agent Benchmark (Legal work) 12.5% Leaderboard +7.1 pts
LatchBio Capabilities v1.0 44.5% LatchBio Capabilities v1.0, overall score (mean of 11 capability benchmarks), xhigh (5.2) 47.4% Leaderboard, Pi −2.9 pts
EEBench 66% EEBench V1 core corpus, reward, xhigh, Grok Build harness, run by Atopile (4.1) 64% Leaderboard, Grok CLI +2.0 pts
FrontierSWE 29% FrontierSWE V2, mean@5 partial-credit score, xhigh, run by Proximal Labs (2.4) 29.5% Leaderboard, mean@5, proximus −0.5 pts
Terminal-Bench 4.0 38% Terminal-Bench 4.0, task success rate, xhigh, Grok Build harness, run by Harbor (2.3) 37.6% Leaderboard, xhigh, Grok Build +0.4 pts
BioSecBench-Surveillance 48% BioSecBench Surveillance, endpoint pass rate, xhigh, Grok Build harness (7.1 table) 48% Leaderboard, Pi Same
BioSecBench-Function 43.3% BioSecBench Function, endpoint pass rate, xhigh, Grok Build harness (7.1 table) 43.3% Leaderboard, Pi Same
BioSecBench-Refusal 62.4% BioSecBench Refusal, xhigh, Grok Build harness (7.1 table) 62.4% Leaderboard, Pi Same
CursorBench 4.0 46.3% CursorBench 4.0 (Software engineering) 46.3% Leaderboard, xhigh, Cursor Same

xAI's models over time

xAI's models in color, against every other model on the Epoch Capabilities Index, by release date.

50 100 150 2023 2024 2025 2026 2027 Grok 4.7 Grok 4 Fast Grok-2 50 100 150 2023 2024 2025 2026 2027 Grok 4.7 Grok 4 Fast

Source: Epoch Capabilities Index, Epoch AI (CC BY 4.0)

Its launch post

The benchmarks the lab chose to headline, with the scores it gave.

Its system card

Every result in the longer documents the lab published with it. 29 of them aren't in the launch post.

Model Card: Grok 4.7 Sep 21, 2026

Alignment

Cyber risk