Compare / head-to-head

Claude Opus 4.8vsGrok 4.6

Grok 4.6 leads 14 of 27 shared benchmarks. Grok 4.6 is 3.8x cheaper per token. Claude Opus 4.8 has the larger context window (1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
13 – 14
Grok 4.6 leads
Cheaper per token
Grok 4.6
3.8x cheaper, input + output
Larger context
Claude Opus 4.8
1M tokens
Providers
2 providers
Anthropic · xAI
Claude Opus 4.8
Anthropic · released 2026-05-28
textvision
Context
1M
Max out
128K
Input /1M
$5 ↗
Output /1M
$25 ↗
Cached /1M
$0.5
Scores
47 · 16 core
Grok 4.6
xAI · released 2026-08-12
textvision
Context
500K
Max out
—
Input /1M
$2 ↗
Output /1M
$6 ↗
Cached /1M
$0.5
Scores
43 · 9 core
Quality

Benchmark matrix

BenchmarkClaude Opus 4.8Grok 4.6ΔEdge
Reported by both · 27
GPQA Diamond93.6% ↗94% ↗epoch run-0.4 ptGrok 4.6
LMArena Elo1452.7 ↗1453.8 ↗-1.1Grok 4.6
APEX-Agents (Mercor)48.9% ↗65.3% ↗-16.4 ptGrok 4.6
Chess Puzzles (Epoch AI run)34% ↗epoch run40% ↗epoch run-6 ptGrok 4.6
DeepSWE v1.1 (Datacurve)59% ↗67.5% ↗-8.5 ptGrok 4.6
EBR-bench (Epoch AI run)28.6% ↗epoch run30.5% ↗epoch run-1.9 ptGrok 4.6
FrontierMath Tier 4 v2 (Epoch AI run)56.1% ↗epoch run31.7% ↗epoch run+24.4 ptClaude Opus 4.8
FrontierMath Tiers 1-3 v2 (Epoch AI run)80% ↗epoch run66% ↗epoch run+14 ptClaude Opus 4.8
Furniture Assembly (Epoch AI run)42.5% ↗epoch run40% ↗epoch run+2.5 ptClaude Opus 4.8
LiveBench Agentic Coding (LiveBench)50.5% ↗57% ↗-6.5 ptGrok 4.6
LiveBench Coding (LiveBench)81.8% ↗76.8% ↗+5 ptClaude Opus 4.8
LiveBench Data Analysis (LiveBench)66% ↗73.9% ↗-7.9 ptGrok 4.6
LiveBench Instruction Following (LiveBench)72% ↗71.9% ↗+0.1 ptClaude Opus 4.8
LiveBench Language (LiveBench)79.7% ↗83.7% ↗-4 ptGrok 4.6
LiveBench Mathematics (LiveBench)94.3% ↗92.6% ↗+1.7 ptClaude Opus 4.8
LiveBench Reasoning (LiveBench)89.2% ↗90.5% ↗-1.3 ptGrok 4.6
LMArena Agent (LMArena)0.0664 ↗0.0128 ↗+0.1Claude Opus 4.8
LMArena Vision (LMArena)1286.4 ↗1263.5 ↗+22.9Claude Opus 4.8
LMArena WebDev (LMArena)1555.5 ↗1619.5 ↗-64Grok 4.6
Mystery Game Puzzles (Epoch AI run)36% ↗epoch run34% ↗epoch run+2 ptClaude Opus 4.8
OTIS Mock AIME 2024-2025 (Epoch AI run)98.3% ↗epoch run99.2% ↗epoch run-0.9 ptGrok 4.6
SAGE (Vals AI)54.8% ↗28.9% ↗+25.9 ptClaude Opus 4.8
SimpleBench (SimpleBench)64.8% ↗75.9% ↗-11.1 ptGrok 4.6
SimpleQA Verified53% ↗epoch run49.3% ↗epoch run+3.7 ptClaude Opus 4.8
Terminal-Bench 4.0 (Vals AI)23.2% ↗17.2% ↗+6 ptClaude Opus 4.8
Vending-Bench 2 (Andon Labs)5787.43 ↗9047.03 ↗-3259.6Grok 4.6
WeirdML (Håvard Tveit Ihle)82.9% ↗67.3% ↗+15.6 ptClaude Opus 4.8
Only Claude Opus 4.8 reports · 13
SWE-bench Verified88.6% ↗not reported——
AIME 2026100% ↗matharena ⚠not reported——
Humanity's Last Exam (no tools)49.8% ↗not reported——
BrowseComp84.3% ↗not reported——
GSO Opt@1 (GSO)47.1% ↗not reported——
Humanity's Last Exam (with tools)57.9% ↗not reported——
OSWorld-Verified83.4% ↗not reported——
SWE-bench Multilingual84.4% ↗not reported——
SWE-bench Multimodal38.4% ↗not reported——
SWE-Bench Pro69.2% ↗not reported——
tau2-bench Banking Knowledge (Sierra)39.7% ↗not reported——
Terminal-Bench 2.174.6% ↗not reported——
Toolathlon-Verified (HKUST)76.2% ↗not reported——
Only Grok 4.6 reports · 11
AA-Briefcasenot reported1577 ↗——
APEX-Agentsnot reported57.5% ↗——
APEX-SWEnot reported56.4% ↗——
Artificial Analysis Intelligence Indexnot reported61 ↗——
CursorBench 3.2not reported69.9% ↗——
DeepSWE v1.1not reported65.9% ↗——
FrontierCode v1.1 (Extended)not reported61.3% ↗——
FrontierSWE V2 (Proximal Labs)not reported25.3% ↗——
GDPVal-AA v2not reported1753 ↗——
Harvey LAB (Vals)not reported15.8% ↗——
Terminal-Bench 3.0not reported26% ↗——
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Claude Opus 4.8 minus Grok 4.6 in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecClaude Opus 4.8Grok 4.6Edge
Context window1M tokens500K tokensClaude Opus 4.8
Max output128K tokens——
Input price / 1M$5 ↗$2 ↗Grok 4.6
Output price / 1M$25 ↗$6 ↗Grok 4.6
Cached input / 1M$0.5 ↗$0.5 ↗Tie
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$30$8Grok 4.6
Modalitiestext · visiontext · visionTie
Released2026-05-282026-08-12—
Cited benchmark scores4743—
Reliability

Provider status

All providers →
More matchups

Claude Opus 4.8 vs …

More matchups

Grok 4.6 vs …

Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run Claude Opus 4.8 and Grok 4.6 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.