Model comparison
Claude Opus 4.8 vs Exaone 4.0 32B
Head-to-head evidence from 12 shared benchmark results across 5 categories. Overall scores shown here use BenchLM's provisional ranking lane.
Verified leaderboard positions: Claude Opus 4.8 #3; Exaone 4.0 32B unranked
Evidence parity. Claude Opus 4.8 and Exaone 4.0 32B share 12 comparable benchmark results. 1 of 8 categories are comparable. 41 results are unique to Claude Opus 4.8; 2 to Exaone 4.0 32B.
Updated July 12, 2026- Shared results
- 12
- Claude Opus 4.8 only
- 41
- Exaone 4.0 32B only
- 2
- Comparable categories
- 1 / 8
Pick Claude Opus 4.8 if you want the stronger benchmark profile. Exaone 4.0 32B only becomes the better choice if knowledge is the priority.
Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 5 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Claude Opus 4.8 is clearly ahead on the provisional aggregate, 85 to 51. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Claude Opus 4.8 gives you the larger context window at 1M, compared with 128K for Exaone 4.0 32B.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Claude Opus 4.8 | Δ | Exaone 4.0 32B |
|---|---|---|---|
| Knowledge | Claude Opus 4.862.7 | Margin→ 19.1 | Exaone 4.0 32B81.8 |
| Agentic | Claude Opus 4.880.3 | MarginNo overlap | Exaone 4.0 32BNot measured |
| Coding | Claude Opus 4.876.4 | MarginNo overlap | Exaone 4.0 32BNot measured |
| Math | Claude Opus 4.853.9 | MarginNo overlap | Exaone 4.0 32BNot measured |
| Multimodal | Claude Opus 4.877.0 | MarginNo overlap | Exaone 4.0 32BNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Claude Opus 4.8 | Exaone 4.0 32B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Claude Opus 4.8$5 input / $25 output | Exaone 4.0 32BNot available | A complete price comparison is not available. |
| Generation speedtokens per second | Claude Opus 4.8Not available | Exaone 4.0 32BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Claude Opus 4.8Not available | Exaone 4.0 32BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Claude Opus 4.81M | Exaone 4.0 32B128K | Claude Opus 4.8 lists the larger context window. |
Benchmark Deep Dive
Agentic19 benchmarks
| Benchmark | Claude Opus 4.8 | Exaone 4.0 32B | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 74.6% | — | Not comparable |
| BrowseCompSource | 84.3% | — | Not comparable |
| DeepSearchQASource | 93.1% | — | Not comparable |
| OSWorld-VerifiedSource | 83.4% | — | Not comparable |
| Finance Agent v2Source | 53.9% | — | Not comparable |
| GDPval-AASource | 1600 | — | Not comparable |
| MCP AtlasSource | 82.2% | — | Not comparable |
| ToolathlonSource | 59.9% | — | Not comparable |
| Gert LabsSource | 72.97% | — | Not comparable |
| AA Agentic IndexSource | 47.2% | — | Not comparable |
| Tau2-TelecomSource | 94.4% | 4.1% | Claude Opus 4.8 leads |
| GDPval-AASource | 55.0% | — | Not comparable |
| ResearchClawBenchSource | 21.1% | — | Not comparable |
| OSWorld 2.0Source | 20.6% | — | Not comparable |
| AA BriefcaseSource | 1354 | — | Not comparable |
| AA AutomationBenchSource | 48.5% | — | Not comparable |
| AA EnterpriseOps-GymSource | 44.0% | — | Not comparable |
| AA Harvey LABSource | 7.5% | — | Not comparable |
| AA Tau3 BankingSource | 27.6% | — | Not comparable |
Coding12 benchmarks
| Benchmark | Claude Opus 4.8 | Exaone 4.0 32B | Result |
|---|---|---|---|
| SWE-bench VerifiedSource | 88.6% | — | Not comparable |
| SWE-bench ProSource | 69.2% | — | Not comparable |
| SWE MultilingualSource | 84.4% | — | Not comparable |
| SWE MultimodalSource | 38.4% | — | Not comparable |
| Terminal-Bench 2.0Source | 74.6% | — | Not comparable |
| cursorBench31Source | 58.4% | — | Not comparable |
| cursorBench32Source | 62.3% | — | Not comparable |
| AA Coding IndexSource | 74.3% | — | Not comparable |
| Terminal-Bench HardSource | 58.3% | 1.5% | Claude Opus 4.8 leads |
| AA-SciCodeSource | 53.5% | 25.2% | Claude Opus 4.8 leads |
| FrontierCodeSource | 46.5% | — | Not comparable |
| AA Terminal-Bench 2.1Source | 84.6% | — | Not comparable |
Reasoning2 benchmarks
KnowledgeExaone 4.0 32B wins11 benchmarks
| Benchmark | Claude Opus 4.8 | Exaone 4.0 32B | Result |
|---|---|---|---|
| GPQASource | 93.6% | — | Not comparable |
| GPQA-DSource | 93.6% | — | Not comparable |
| HLESource | 57.9% | — | Not comparable |
| HLE w/o toolsSource | 49.8% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 55.7% | 6.0% | Claude Opus 4.8 leads |
| AA-GPQA DiamondSource | 92.0% | 62.8% | Claude Opus 4.8 leads |
| AA-HLESource | 45.7% | 4.9% | Claude Opus 4.8 leads |
| AA-Omniscience IndexSource | 27.4% | -62.3% | Claude Opus 4.8 leads |
| AA-Omniscience AccuracySource | 46.6% | 10.4% | Claude Opus 4.8 leads |
| AA-Omniscience Hallucination RateSource | 35.9% | 81.0% | Claude Opus 4.8 leads |
| MMLU-ProSource | — | 81.8% | Not comparable |
Math4 benchmarks
Multilingual1 benchmarks
| Benchmark | Claude Opus 4.8 | Exaone 4.0 32B | Result |
|---|---|---|---|
| INCLUDESource | 87.6% | — | Not comparable |
Multimodal5 benchmarks
Inst. Following1 benchmarks
| Benchmark | Claude Opus 4.8 | Exaone 4.0 32B | Result |
|---|---|---|---|
| AA-IFBenchSource | 62.2% | 33.5% | Claude Opus 4.8 leads |
Frequently Asked Questions (2)
Which is better, Claude Opus 4.8 or Exaone 4.0 32B?
Claude Opus 4.8 is ahead on BenchLM's provisional leaderboard, 85 to 51.
Which is better for knowledge tasks, Claude Opus 4.8 or Exaone 4.0 32B?
Exaone 4.0 32B has the edge for knowledge tasks in this comparison, averaging 81.8 versus 62.7. Inside this category, AA-Omniscience Index is the benchmark that creates the most daylight between them.
Related Comparisons
The AI models change fast. We track them for you.
A weekly brief for engineers and researchers covering new models, ranking shifts, and pricing changes.
Free. No spam. Unsubscribe anytime.