BlogLLM Benchmark Scores as Published, Side by Side

Grok 4.6: Benchmark Scores as Published

Every result the catalog holds for Grok 4.6: 50 tests in 9 areas, from 7 pages. 48 printed by xAI itself, the rest by the company named beside each number. Each number is as printed; nothing is ranked or rescored.

Developer xAIReleased 2026-08-12Context window 500KWeights ClosedData version 2026103001, as of 2026-10-30

Knowledge Work

TestValuePrinted bySetup as printed
GDPval-AA v21753xAI, Introducing Grok 4.6checked 2026-10-15Effort: high
APEX-Agents57.5%xAI, Introducing Grok 4.6checked 2026-10-15Effort: high
Harvey's Legal Agent Benchmark15.8%xAI, Introducing Grok 4.6checked 2026-10-15; printed on 2 more pagesEffort: high
GDPval-AA v2.11605xAI, Grok 4.7checked 2026-10-25Effort: high
AA-Briefcase v1.11546xAI, Grok 4.7checked 2026-10-25Effort: high
AA-Briefcase1577xAI, Introducing Grok 4.6checked 2026-10-15Effort: high

Agentic Coding

TestValuePrinted bySetup as printed
DeepSWE v1.165.9%xAI, Introducing Grok 4.6checked 2026-10-15; printed on 2 more pagesEffort: high
Terminal-Bench 4.020.3%xAI, Grok 4.7checked 2026-10-25; printed on 1 more pageEffort: high
Terminal-Bench 3.026%xAI, Introducing Grok 4.6checked 2026-10-15Effort: high
FrontierSWE v225.3%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: xhigh
FrontierCode v1.1 Extended61.3%xAI, Introducing Grok 4.6checked 2026-10-15Effort: high
SWE-Marathon v1.1 (resolution rate)31.9%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
CursorBench 4.040.4%xAI, Grok 4.7checked 2026-10-25Effort: high
CursorBench 3.2.069.9%xAI, Introducing Grok 4.6checked 2026-10-15Effort: high
APEX-SWE56.4%xAI, Introducing Grok 4.6checked 2026-10-15Effort: high

Science and Math

TestValuePrinted bySetup as printed
ProtocolQA (open-ended)79.6%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
BixBench93.8%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
LatchBio Capabilities v1.0 (overall score)43.3%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
LAB-Bench (practical MCQ)80.7%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high

Cybersecurity

TestValuePrinted bySetup as printed
CyberGym79.7%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
CWE-bench v157%Google, Gemini 4 Carbon: our next frontier modelchecked 2026-10-29Harness: opencode
HackerBench v0.3 benign refusallower is better0%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
HackerBench v0.3 harmful and dual-use compliancelower is better5.93%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
CVE-Bench reward39.8%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
WMDP-Cyber90.1%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
CathedralBench (hard subset)25%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high

Healthcare

TestValuePrinted bySetup as printed
HealthBench Professional48.5%xAI, Grok 4.7checked 2026-10-25; printed on 1 more pageEffort: high

Biosecurity

TestValuePrinted bySetup as printed
BioSecBench Function39.9%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
BioSecBench Refusal45.6%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
BioSecBench Surveillance48%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
Biosecurity VCT (xAI internal)47.8%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
BioUseBench dual-use refusal90.7%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
Virology Capabilities Test (VCT)67.4%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
WMDP-Bio90%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
WMDP-Chem85.3%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high

Safety and Alignment

TestValuePrinted bySetup as printed
Gray Swan IPI (attack success rate after k attempts)attack success rate after k attempts, lower is better51.8%Google, Gemini 4 Argon Safety and Security Reportchecked 2026-10-19; printed on 1 more page-
CBRN bio refusal recall100%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
CBRN chem refusal recall100%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
Child safety compliancelower is better0%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
FORTRESS-RN refusal accuracy97.9%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
General refusals compliancelower is better0.93%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
MASK-Rectified dishonestylower is better1.9%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
Self-harm refusals compliancelower is better0.84%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
Standard jailbreaks compliancelower is better0.04%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
StrongReject compliancelower is better3.9%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
Sycophancy ratelower is better0.04%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high
Long-horizon jailbreaks compliancelower is better1%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high

Engineering and Design

TestValuePrinted bySetup as printed
EEBench reward53%xAI, Grok 4.7checked 2026-10-25; printed on 1 more pageEffort: high
CADGenBench reward40.9%xAI, Grok 4.7 model cardchecked 2026-10-14Effort: high

Preference and Composite Rankings

TestValuePrinted bySetup as printed
Artificial Analysis Intelligence Index61xAI, Introducing Grok 4.6checked 2026-10-15Effort: high

Price

API list prices in US dollars per one million tokens, as printed on the developer's pricing page on the day checked. Cost per task is measured by Vals AI.

PriceValuePrinted bySetup as printed
Input$2xAI, xAI API pricingchecked 2026-10-15Context: up to 200,000 tokens; Long context: $4 per 1M tokens above 200,000 tokens
Cached input$0.5xAI, xAI API pricingchecked 2026-10-15Context: up to 200,000 tokens; Long context: $1 per 1M tokens above 200,000 tokens
Output$6xAI, xAI API pricingchecked 2026-10-15Context: up to 200,000 tokens; Long context: $12 per 1M tokens above 200,000 tokens
Cost per taskVals AI, USD, lower is better$4.88Vals AI, Vibe Code Bench v1.1 leaderboardchecked 2026-10-27Harness: OpenHands

More from xAI

Every number here is read from the same catalog file as the benchmark table, data version 2026103001. Where one page printed the model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.