Model comparison
Claude Mythos 5 vs GPT-5.4
Head-to-head evidence from 9 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Claude Mythos 5 #1 (Supported); GPT-5.4 #8 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Claude Mythos 5 and GPT-5.4 share 9 comparable benchmark results. 5 of 8 categories are comparable. 6 results are unique to Claude Mythos 5; 43 to GPT-5.4.
Updated July 23, 2026- Shared results
- 9
- Claude Mythos 5 only
- 6
- GPT-5.4 only
- 43
- Comparable categories
- 5 / 8
Pick Claude Mythos 5 if you want the stronger benchmark profile. GPT-5.4 only becomes the better choice if you want the cheaper token bill or you need the larger 1.05M context window.
Confidence note. This is a partial-evidence comparison with 9 shared benchmark results across 4 evidence categories; 5 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Claude Mythos 5 is clearly ahead on the BenchAlign aggregate, 83.93 to 74.24. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Claude Mythos 5's sharpest advantage is in mathematics, where it averages 97.6 against 42.5. The single biggest benchmark swing on the page is SWE-bench Pro, 80.3% to 57.7%.
Claude Mythos 5 is also the more expensive model on tokens at $10.00 input / $50.00 output per 1M tokens, versus $2.50 input / $15.00 output per 1M tokens for GPT-5.4. That is roughly 3.3x on output cost alone. GPT-5.4 gives you the larger context window at 1.05M, compared with 1M+ for Claude Mythos 5.
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 Mythos 5 | Δ | GPT-5.4 |
|---|---|---|---|
| Math | Claude Mythos 597.6 | Margin← 55.1 | GPT-5.442.5 |
| Coding | Claude Mythos 589.7 | Margin← 32.0 | GPT-5.457.7 |
| Multimodal | Claude Mythos 593.5 | Margin← 20.3 | GPT-5.473.2 |
| Knowledge | Claude Mythos 568.5 | Margin← 10.9 | GPT-5.457.6 |
| Agentic | Claude Mythos 587.0 | Margin← 9.8 | GPT-5.477.2 |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
SWE-bench Pro
CodingA 80.3%B 57.7%Winner: Claude Mythos 5Δ 22.6SWE-bench Pro: Claude Mythos 5 scored 80.3%; GPT-5.4 scored 57.7%. Claude Mythos 5 wins this benchmark. - Source ↗
Terminal-Bench 2.0
AgenticA 88%B 75.1%Winner: Claude Mythos 5Δ 12.9Terminal-Bench 2.0: Claude Mythos 5 scored 88%; GPT-5.4 scored 75.1%. Claude Mythos 5 wins this benchmark. - Source ↗
HLE
KnowledgeA 64.5%B 52.1%Winner: Claude Mythos 5Δ 12.4HLE: Claude Mythos 5 scored 64.5%; GPT-5.4 scored 52.1%. Claude Mythos 5 wins this benchmark. - Source ↗
CharXiv
MultimodalA 93.5%B 82.8%Winner: Claude Mythos 5Δ 10.7CharXiv: Claude Mythos 5 scored 93.5%; GPT-5.4 scored 82.8%. Claude Mythos 5 wins this benchmark. - Source ↗
OSWorld-Verified
AgenticA 85%B 75%Winner: Claude Mythos 5Δ 10OSWorld-Verified: Claude Mythos 5 scored 85%; GPT-5.4 scored 75%. Claude Mythos 5 wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Claude Mythos 5 | GPT-5.4 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Claude Mythos 5$10 input / $50 output | GPT-5.4$2.5 input / $15 output | GPT-5.4 has the lower combined listed price. |
| Generation speedtokens per second | Claude Mythos 5Not available | GPT-5.474 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Claude Mythos 5Not available | GPT-5.4151.79 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Claude Mythos 51M+ | GPT-5.41.05M | GPT-5.4 lists the larger context window. |
Benchmark Deep Dive
AgenticClaude Mythos 5 wins17 benchmarks
| Benchmark | Claude Mythos 5 | GPT-5.4 | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 88% | 75.1% | Claude Mythos 5 leads |
| OSWorld-VerifiedSource | 85% | 75% | Claude Mythos 5 leads |
| BrowseCompSource | 88% | 82.7% | Claude Mythos 5 leads |
| ExploitGymSource | 17.5% | 6.0% | Claude Mythos 5 leads |
| CyberGymSource | — | 79.0% | Not comparable |
| MCP AtlasSource | — | 70.6% | Not comparable |
| ToolathlonSource | — | 54.6% | Not comparable |
| τ²-bench resultsSource | — | 87.1% | Not comparable |
| Claw-EvalSource | — | 60.3% | Not comparable |
| DeepSearchQASource | — | 73.6% | Not comparable |
| AA Agentic IndexSource | — | 41.1% | Not comparable |
| APEX-Agents-AASource | — | 33.3% | Not comparable |
| GDPval-AASource | — | 44.7% | Not comparable |
| GDPval-AASource | — | 1395 | Not comparable |
| Gert LabsSource | — | 64.89% | Not comparable |
| ResearchClawBenchSource | — | 15.3% | Not comparable |
| JobBenchSource | — | 38.9% | Not comparable |
CodingClaude Mythos 5 wins8 benchmarks
| Benchmark | Claude Mythos 5 | GPT-5.4 | Result |
|---|---|---|---|
| SWE-bench VerifiedSource | 95.5% | — | Not comparable |
| SWE-bench ProSource | 80.3% | 57.7% | Claude Mythos 5 leads |
| Terminal-Bench 2.0Source | 88.0% | — | Not comparable |
| LiveCodeBench ProSource | — | 87.5% | Not comparable |
| React Native EvalsSource | — | 85.3% | Not comparable |
| Vibe Code BenchSource | — | 67.42% | Not comparable |
| AA Coding IndexSource | — | 71.0% | Not comparable |
| AA-SciCodeSource | — | 56.6% | Not comparable |
Reasoning2 benchmarks
KnowledgeClaude Mythos 5 wins13 benchmarks
| Benchmark | Claude Mythos 5 | GPT-5.4 | Result |
|---|---|---|---|
| GPQASource | 94.1% | 92.8% | Claude Mythos 5 leads |
| HLESource | 64.5% | 52.1% | Claude Mythos 5 leads |
| HLE w/o toolsSource | 59% | 39.8% | Claude Mythos 5 leads |
| GPQA-DSource | — | 92.8% | Not comparable |
| HealthBench HardSource | — | 40.1% | Not comparable |
| MedXpertQA (Text)Source | — | 59.6% | Not comparable |
| Artificial Analysis Intelligence IndexSource | — | 51.4% | Not comparable |
| AA-GPQA DiamondSource | — | 92.0% | Not comparable |
| AA-HLESource | — | 41.6% | Not comparable |
| AA-Omniscience IndexSource | — | 5.7% | Not comparable |
| AA-Omniscience AccuracySource | — | 50.0% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 88.6% | Not comparable |
| HealthBench ProfessionalSource | — | 48.1% | Not comparable |
MathClaude Mythos 5 wins3 benchmarks
Multilingual1 benchmarks
| Benchmark | Claude Mythos 5 | GPT-5.4 | Result |
|---|---|---|---|
| SWE MultilingualSource | 92.2% | — | Not comparable |
MultimodalClaude Mythos 5 wins13 benchmarks
| Benchmark | Claude Mythos 5 | GPT-5.4 | Result |
|---|---|---|---|
| SWE-bench MultimodalSource | 54.9% | — | Not comparable |
| CharXivSource | 93.5% | 82.8% | Claude Mythos 5 leads |
| CharXiv w/o toolsSource | 88.9% | — | Not comparable |
| MMMU-ProSource | — | 81.2% | Not comparable |
| OfficeQA ProSource | — | 53.2% | Not comparable |
| MMMU-Pro w/ PythonSource | — | 82.1% | Not comparable |
| ERQASource | — | 65.4% | Not comparable |
| SimpleVQASource | — | 61.1% | Not comparable |
| ScreenSpot ProSource | — | 85.4% | Not comparable |
| ZeroBenchSource | — | 41.0% | Not comparable |
| MedXpertQA (MM)Source | — | 77.1% | Not comparable |
| AA-MMMU-ProSource | — | 78.4% | Not comparable |
| Design Arena WebsiteSource | — | 1250 | Not comparable |
Inst. Following1 benchmarks
| Benchmark | Claude Mythos 5 | GPT-5.4 | Result |
|---|---|---|---|
| AA-IFBenchSource | — | 73.9% | Not comparable |
Frequently Asked Questions (6)
Which is better, Claude Mythos 5 or GPT-5.4?
Claude Mythos 5 is ahead on BenchLM's BenchAlign leaderboard, 83.93 to 74.24. The biggest single separator in this matchup is SWE-bench Pro, where the scores are 80.3% and 57.7%.
Which is better for knowledge tasks, Claude Mythos 5 or GPT-5.4?
Claude Mythos 5 has the edge for knowledge tasks in this comparison, averaging 68.5 versus 57.6. Inside this category, HLE w/o tools is the benchmark that creates the most daylight between them.
Which is better for coding, Claude Mythos 5 or GPT-5.4?
Claude Mythos 5 has the edge for coding in this comparison, averaging 89.7 versus 57.7. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.
Which is better for math, Claude Mythos 5 or GPT-5.4?
Claude Mythos 5 has the edge for math in this comparison, averaging 97.6 versus 42.5. GPT-5.4 stays close enough that the answer can still flip depending on your workload.
Which is better for agentic tasks, Claude Mythos 5 or GPT-5.4?
Claude Mythos 5 has the edge for agentic tasks in this comparison, averaging 87 versus 77.2. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
Which is better for multimodal and grounded tasks, Claude Mythos 5 or GPT-5.4?
Claude Mythos 5 has the edge for multimodal and grounded tasks in this comparison, averaging 93.5 versus 73.2. Inside this category, CharXiv is the benchmark that creates the most daylight between them.
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