BenchLeader

Claude Opus 4.8 vs Claude Opus 5

Full profiles: Claude Opus 4.8 (Anthropic) and Claude Opus 5 (Anthropic): every benchmark, price and rank.

Updated · Data from 12 sources

As of 24 Oct 2026, Claude Opus 5 (max) is the better pick for most workloads: it leads on quality (68.8 vs 63.3 on the BenchLeader Index) at about the same price. Claude Opus 5 leads in every category we measure both in.

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
CodingClaude Opus 570 vs 59 category score; SciCode 56.4% vs 53.5%High
Agents & tool useClaude Opus 564 vs 57 category score; Terminal-Bench 51.8% vs 23.6%High
MathsClaude Opus 571 vs 68 category score; FrontierMath Tiers 1–3 85.6% vs 80.0%Medium
ReasoningClaude Opus 574 vs 69 category score; GPQA Diamond 93.9% vs 91.0%Medium
KnowledgeClaude Opus 572 vs 67 category score; SimpleQA Verified 59.9% vs 53.0%Medium
Long documentsEither64 vs 65 category score; AA-LCR 77.7% vs 79.3%Either
Chat quality (human preference)–Only Claude Opus 5 has an Arena rating (69 category score)Not comparable
Lowest costEither$10.00 vs $10.00 per 1M blended; agentic coding session $0.400 vs $0.400–
Fastest first answerClaude Opus 520.2 s (Claude Opus 5 (max)) vs 27.5 s (Claude Opus 4.8 (max)) 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

  • Claude Opus 5 (max) leads on quality: 68.8 vs 63.3.
  • Claude Opus 4.8 (max) is stronger in instruction following.
  • Claude Opus 5 (max) is stronger in agents & tools, coding, composite, knowledge, long context, maths, reasoning, human preference, multimodal.
  • They cost about the same ($10.00 per 1M blended).

At a glance

SpecClaude Opus 4.8Claude Opus 5
DeveloperAnthropicAnthropic
Released28 May 202624 Jul 2026
Context window (tokens)1,000,0001,000,000
Compared atClaude Opus 4.8 (max)Claude Opus 5 (max)
Open weightsNoNo
Price in / out / cached input per 1M$5.00 / $25.00 / $0.500$5.00 / $25.00 / $0.500

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.

CategoryClaude Opus 4.8 (max)Claude Opus 5 (max)Leader
Reasoning68.874.1Claude Opus 5
Coding58.970.2Claude Opus 5
Agents & tools56.564.1Claude Opus 5
Maths68.170.6Claude Opus 5
Knowledge66.971.6Claude Opus 5
Instruction following62.1–not comparable
Human preference–68.5not comparable
Multimodal–67.9not comparable
Long context63.864.7level
Composite76.286.3Claude Opus 5

Where sources disagree

Across the 46 benchmarks both have, Claude Opus 4.8 leads 6, Claude Opus 5 leads 39 and 1 is a tie. Every overall index that rates both puts Claude Opus 5 ahead.

Overall indexClaude Opus 4.8 (max)Claude Opus 5 (max)Leader
BenchLeader Index63.368.8Claude Opus 5
AA Intelligence Index v4.3.241.850.8Claude Opus 5
Arena Text1482†1491Claude Opus 5

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.

MeasureClaude Opus 4.8 (max)Claude Opus 5 (max)
Blended price per 1M tokens$10.00$10.00
Input / output per 1M$5.00 / $25.00$5.00 / $25.00
Cached input per 1M$0.500$0.500
Price per task: chat reply$0.0095$0.0095
Price per task: summarize a 30-page report$0.075$0.075
Price per task: code edit$0.068$0.068
Price per task: agentic coding session$0.400$0.400
Price per task: structured extraction$0.015$0.015
Cost to run a full benchmark suite$4.08$5.86
Output speed63 tok/s57 tok/s
Time to first answer27.5 s20.2 s
Time to a complete answer35.4 s29.1 s

Per token is not per task: on Artificial Analysis' full suite Claude Opus 4.8 (max) cost $4.08 and Claude Opus 5 (max) $5.86, because Claude Opus 5 (max) used about 1.4× as many tokens for the same work, which a per-token price hides.

Each model is compared at its best-ranked reasoning-effort setting. Claude Opus 4.8 (max) scores 63.3 and takes 28 s to its first answer token; Claude Opus 4.8 (high) scores 60.7 in 1 s, Claude Opus 4.8 scores 60.1 in 1 s. Claude Opus 5 (max) scores 68.8 and takes 20 s to its first answer token; Claude Opus 5 (high) scores 67.9 in 9 s, Claude Opus 5 (xhigh) scores 67.4 in 24 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

144 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.

MetricPublisherClaude Opus 4.8 (max)Claude Opus 5 (max)
BenchLeader IndexBenchLeader63.368.8
Agents & tools scoreBenchLeader56.564.1
Coding scoreBenchLeader58.970.2
Composite scoreBenchLeader76.286.3
Instruction following scoreBenchLeader62.1–
Knowledge scoreBenchLeader66.971.6
Long context scoreBenchLeader63.864.7
Maths scoreBenchLeader68.170.6
Reasoning scoreBenchLeader68.874.1
Human preference scoreBenchLeader–68.5
Multimodal scoreBenchLeader–67.9
Blended price $/MBenchLeader$10.00$10.00
Output speedBenchLeader63 tok/s57 tok/s
Time to first answerBenchLeader27.5 s20.2 s
Context windowBenchLeader1,000,000 tokens1,000,000 tokens
Reasoning
GPQA DiamondEpoch AI Benchmarking Hub91.0%93.9%
SimpleBenchSimpleBench64.8%†80.6%†
Arena Hard PromptsArena (LMArena)1505†1515
LiveBench 2.0 ReasoningLiveBench89.2%†91.2%†
LiveBench 1.0 ReasoningLiveBench89.2%91.2%
GPQA Diamond (AA)Artificial Analysis92.0%93.2%
Humanity's Last Exam (AA)Artificial Analysis48.7%54.9%
GPQA Diamond (Vals)Vals AI92.4%†93.4%†
EnigmaEvalScale AI SEAL23.5%†–
Kagi LLM BenchmarkKagi LLM Benchmark88.8%†–
ARC-AGI-1ARC Prize92.5%97.5%
ARC-AGI-2ARC Prize72.1%†90.4%
ARC-AGI-3ARC Prize1.5%†30.2%†
CritPtArtificial Analysis20.9%29.1%
MysteryMechanismVals AI–37.4%†
Chess PuzzlesEpoch AI Benchmarking Hub52.0%43.0%
Mystery Game PuzzlesEpoch AI Benchmarking Hub36.0%59.0%
LMCAEpoch AI Benchmarking Hub57.5%63.3%
DTBenchEpoch AI Benchmarking Hub94.9%97.6%
ForecastBenchForecastBench66.3%66.5%
BTF-3Epoch AI Benchmarking Hub14.0%†12.0%†
Coding
SciCodeSciCode53.5%56.4%
WeirdMLWeirdML70.5%†91.8%
FrontierCodeCognition46.5%†53.4%
GSO-BenchGSO-Bench47.1%†–
Show all 144 benchmarks
MetricPublisherClaude Opus 4.8 (max)Claude Opus 5 (max)
Coding
Arena CodingArena (LMArena)1529†1528
Arena WebDevArena (LMArena)1536†1690
LiveBench 2.0 CodingLiveBench77.3%†90.8%†
LiveBench 1.0 CodingLiveBench81.8%81.5%
SciCode (AA)Artificial Analysis54.4%56.4%
LiveCodeBenchVals AI87.8%†89.0%†
IOIVals AI–84.3%†
SWE-bench (Vals)Vals AI88.6%†97.0%†
Code MigrationVals AI47.3%†57.5%†
ProgramBenchVals AI1.0%†3.0%†
Vibe Code Bench 1-100Vals AI–28.5%†
Vibe Code Bench v1.1Vals AI82.7%†88.4%†
SWE Atlas: Codebase QnAScale AI SEAL57.3%†63.2%†
SWE Atlas: RefactoringScale AI SEAL46.7%†–
SWE Atlas: Test WritingScale AI SEAL49.6%†62.2%†
Surface Evolver BenchEpoch AI Benchmarking Hub87.5%†–
DeepSWE v1.1Epoch AI Benchmarking Hub59.0%73.7%
CursorBenchCursor–46.6%
ALE-BenchEpoch AI Benchmarking Hub1563.8†2164.6†
FrontierSWEEpoch AI Benchmarking Hub–52.0%
Terminal-Bench 4.0 (AA)Artificial Analysis21.7%49.0%
Terminal-Bench 2.1 (AA)Artificial Analysis84.6%89.1%
Startrise FrontendStartrise–82.3%†
Agents & tools
Terminal-BenchTerminal-Bench23.6%51.8%
OSWorld-Verified 2.0OSWorld20.6%31.4%
Remote Labor IndexScale AI / CAIS8.3%†–
APEX-AgentsMercor48.9%65.8%
Arena AgentArena (LMArena)–8.1
LiveBench Long AgenticLiveBench48.3%†62.1%†
LiveBench BrowserLiveBench96.0%†84.0%†
LiveBench Agentic CodingLiveBench50.5%65.2%
Terminal-Bench HardArtificial Analysis58.3%–
τ²-Bench Telecom (AA)Artificial Analysis94.4%–
Terminal-Bench 2.1 (Vals)Vals AI71.9%†84.6%†
MCP AtlasScale AI SEAL82.2%85.8%†
HiL-BenchScale AI SEAL35.3%†57.0%†
τ³-bench Bankingτ²-bench39.7%48.7%
τ³-Banking (AA)Artificial Analysis34.2%42.1%
Analyst Agent (AA)Artificial Analysis45.0%53.8%
CUA-benchVals AI–9.0%
CyberBenchVals AI–65.4%†
Finance Agent v2Vals AI53.9%†58.6%†
Harvey's Legal Agent Benchmark v1Vals AI9.6%†6.7%†
Legal Research BenchVals AI43.8%†55.3%†
SkillsBenchVals AI59.2%†60.4%†
SREBenchVals AI–12.2%†
Tax Agent BenchVals AI30.0%†45.5%†
Terminal-Bench 2.0 (Vals)Vals AI70.0%†–
Terminal-Bench 4.0 (Vals)Vals AI23.2%†53.5%†
Terminal-Bench ScienceVals AI4.3%†27.1%†
Time Horizon Index: KSPVals AI11.8%†18.8%†
Arena SearchArena (LMArena)1195†1214†
BALROGBALROG–63.4%
DeepResearch BenchDeepResearch Bench50.2%†–
PostTrainBenchEpoch AI Benchmarking Hub32.9%35.0%†
GBAEvalEpoch AI Benchmarking Hub70.9%†79.6%†
Vending-Bench 2Andon Labs2992.311181.9†
AutomationBenchArtificial Analysis45.6%56.6%
GDP.pdf (AA)Artificial Analysis22.8%21.6%
EnterpriseOps-GymArtificial Analysis44.0%47.5%
AA-Briefcase v1.1Artificial Analysis–1657
Terminal-Bench-Science 0.1 (AA)Artificial Analysis–28.6%
DeepSec-Bench (AA)Artificial Analysis–25.9%
FACTS SearchGoogle79.6%†85.3%†
Maths
FrontierMath Tiers 1–3Epoch AI Benchmarking Hub80.0%85.6%
FrontierMath Tier 4Epoch AI Benchmarking Hub56.1%73.2%
OTIS Mock AIMEEpoch AI Benchmarking Hub98.3%98.9%
ProofBenchVals AI69.0%99.0%
LiveBench MathematicsLiveBench94.3%95.7%
AIME 2026MathArena100.0%–
HMMT February 2026MathArena95.5%–
MathArena ApexMathArena81.3%–
Arena MathsArena (LMArena)1477†1517
Knowledge
SimpleQA VerifiedEpoch AI Benchmarking Hub53.0%59.9%
LiveBench 2.0 Data AnalysisLiveBench66.0%†74.6%†
LiveBench ResearchLiveBench81.8%†88.9%†
LiveBench 1.0 Data AnalysisLiveBench66.0%74.5%
AA-OmniscienceArtificial Analysis28.837.1
MMLU-ProVals AI89.6%†91.6%†
LegalBenchVals AI83.6%†87.0%†
CorpFinVals AI66.7%†73.2%†
TaxEvalVals AI75.6%†75.1%†
BioMysteryBenchVals AI–79.3%†
Excel Modeling BenchmarkVals AI69.4%†73.6%†
MedCodeVals AI53.2%†63.6%†
MedScribeVals AI85.8%†91.0%†
Public Benefits Bench v1.1Vals AI68.1%†76.9%†
DrugDiscoveryBenchScale AI SEAL46.8%53.7%
EBR-benchEpoch AI Benchmarking Hub28.6%45.7%
GDP.pdfEpoch AI Benchmarking Hub24.0%24.0%
AA-Omniscience: accuracyArtificial Analysis48.8%60.9%
AA-Omniscience: non-hallucinationArtificial Analysis60.8%39.2%
Instruction following
LiveBench LanguageLiveBench79.7%88.7%
LiveBench Instruction FollowingLiveBench72.0%63.8%
IFBenchArtificial Analysis62.2%–
Arena Instruction FollowingArena (LMArena)1478†1495
Human preference
Arena TextArena (LMArena)1474†1491
EQ-Bench 4EQ-Bench1281†1385†
Arena Creative WritingArena (LMArena)1463†1474
Arena Multi-turnArena (LMArena)1495†1487
Arena Longer QueriesArena (LMArena)1499†1503
Multimodal
Arena VisionArena (LMArena)1289†1320†
LiveBench DesignLiveBench78.8%†83.0%†
MMMU-ProArtificial Analysis–84.7%
MMMU-Pro (Vals)Vals AI86.6%†89.9%†
MortgageTaxVals AI69.9%†72.1%†
SAGEVals AI54.8%†49.4%†
Blueprint-Bench 2Epoch AI Benchmarking Hub14.5%†30.4%†
Long context
AA-LCRArtificial Analysis77.7%79.3%
Arena DocumentArena (LMArena)1475†1490†
MLCRArtificial Analysis19.4%11.1%
Composite
Epoch Capabilities IndexEpoch AI Benchmarking Hub159.0†163.9†
LiveBench 2.0LiveBench76.8%†82.1%†
LiveBench 1.0LiveBench76.2%80.1%
AA Intelligence Index v4.3.2Artificial Analysis41.850.8
Vals RSI IndexVals AI24.0%33.0%
Vals Science IndexVals AI–47.9%†
Vals Multimodal IndexVals AI70.9%†73.9%†
Safety & honesty
FORTRESSScale AI SEAL18.2%16.8%†

Data as of 2026-10-24. Best configuration of each model; every score links to its source on the model pages.

What changed

  • Claude Opus 4.8 (max): 1 new result (Vals RSI Index).
  • Claude Opus 5 (max): 1 new result (Vals RSI Index).
  • Claude Opus 4.8 (max): 1 score revision.
  • Claude Opus 5 (max): 1 score revision.
  • Claude Opus 4.8 (max): 1 new result (ForecastBench).
  • Claude Opus 5 (max): 1 new result (ForecastBench); 1 score revision.
  • Claude Opus 4.8 (max): BenchLeader Index 62.5 → 63.4.
  • Claude Opus 5 (max): BenchLeader Index 68.3 → 68.9.
  • Claude Opus 4.8 (max): 5 new results (AutomationBench, GDP.pdf (AA), MLCR…).
  • Claude Opus 5 (max): 4 new results (GDPval-AA v2.1, AA-Omniscience: accuracy, AA-Omniscience: non-hallucination…).

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

Claude Opus 4.8 vs Claude Opus 5: questions

Is Claude Opus 4.8 better than Claude Opus 5?
Claude Opus 5 (max) leads on quality: 68.8 vs 63.3. The BenchLeader Index combines every independent quality benchmark; Claude Opus 5 (max) is ahead overall as of 2026-10-24, but check the category scores for your use.
Which is cheaper, Claude Opus 4.8 or Claude Opus 5, and will that change?
They cost the same: $10.00 per million tokens blended. No price change has been announced for either.
Is Claude Opus 4.8 better than Claude Opus 5 for coding?
Claude Opus 5 scores higher in coding (70 vs 59 on the category index, where 50 is average). On SciCode, the top shared coding benchmark, it is 53.5% for Claude Opus 4.8 against 56.4% for Claude Opus 5.
Is Claude Opus 4.8 better than Claude Opus 5 for agents and tool use?
Claude Opus 5 scores higher in agentic tasks (64 vs 57 on the category index, where 50 is average). On Terminal-Bench, the top shared agents & tools benchmark, it is 23.6% for Claude Opus 4.8 against 51.8% for Claude Opus 5.
Which is better for long documents?
They are level on long-context benchmarks (64 vs 65). Both accept 1,000,000 tokens of context.
Which has lower latency?
Claude Opus 5 (max) answers first: 20.2 s against 27.5 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.
Which is faster, Claude Opus 4.8 or Claude Opus 5?
Claude Opus 4.8 streams faster: 63 against 57 output tokens per second.
Do independent benchmarks agree on Claude Opus 4.8 vs Claude Opus 5?
Across the 46 benchmarks both have, Claude Opus 4.8 leads 6, Claude Opus 5 leads 39 and 1 is a tie. Every overall index that rates both puts Claude Opus 5 ahead.
When was Claude Opus 5 released?
Claude Opus 5 was released on 24 Jul 2026.