Model comparison
Composer 2 Fast vs DeepSeek V4 Pro (Max)
Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Composer 2 Fast unranked (Not scored); DeepSeek V4 Pro (Max) #58 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Composer 2 Fast and DeepSeek V4 Pro (Max) share 0 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Composer 2 Fast; 49 to DeepSeek V4 Pro (Max).
Updated July 28, 2026- Shared results
- 0
- Composer 2 Fast only
- 1
- DeepSeek V4 Pro (Max) only
- 49
- Comparable categories
- 0 / 8
Benchmark data for Composer 2 Fast and DeepSeek V4 Pro (Max) is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
DeepSeek V4 Pro (Max) has the larger context window at 1M, compared with 200K for Composer 2 Fast.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Composer 2 Fast | DeepSeek V4 Pro (Max) | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Composer 2 FastNot available | DeepSeek V4 Pro (Max)$0.435 input / $0.87 output | A complete price comparison is not available. |
| Generation speedtokens per second | Composer 2 FastNot available | DeepSeek V4 Pro (Max)Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Composer 2 FastNot available | DeepSeek V4 Pro (Max)Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Composer 2 Fast200K | DeepSeek V4 Pro (Max)1M | DeepSeek V4 Pro (Max) lists the larger context window. |
Benchmark Deep Dive
Agentic17 benchmarks
| Benchmark | Composer 2 Fast | DeepSeek V4 Pro (Max) | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | — | 67.9% | Not comparable |
| BrowseCompSource | — | 83.4% | Not comparable |
| HLE w/ toolsSource | — | 48.2% | Not comparable |
| MCP AtlasSource | — | 73.6% | Not comparable |
| GDPval-AASource | — | 1306 | Not comparable |
| ToolathlonSource | — | 51.8% | Not comparable |
| AA Agentic IndexSource | — | 36.4% | Not comparable |
| APEX-Agents-AASource | — | 24.3% | Not comparable |
| τ²-bench resultsSource | — | 96.2% | Not comparable |
| GDPval-AASource | — | 40.3% | Not comparable |
| AA BriefcaseSource | — | 930 | Not comparable |
| AA EnterpriseOps-GymSource | — | 40.4% | Not comparable |
| AA Harvey LABSource | — | 84.4% | Not comparable |
| AA ITBenchSource | — | 38.3% | Not comparable |
| AA Tau3 BankingSource | — | 25.8% | Not comparable |
| terminalBenchHardSource | — | 46.2% | Not comparable |
| aaTerminalBench21Source | — | 64% | Not comparable |
Coding10 benchmarks
| Benchmark | Composer 2 Fast | DeepSeek V4 Pro (Max) | Result |
|---|---|---|---|
| React Native EvalsSource | 94.9% | — | Not comparable |
| LiveCodeBench Pass@1-COTSource | — | 93.5% | Not comparable |
| CodeforcesSource | — | 3206.0 | Not comparable |
| SWE-bench VerifiedSource | — | 80.6% | Not comparable |
| SWE-bench ProSource | — | 55.4% | Not comparable |
| SWE MultilingualSource | — | 76.2% | Not comparable |
| Terminal-Bench 2.0Source | — | 67.9% | Not comparable |
| Vibe Code BenchSource | — | 49.93% | Not comparable |
| AA Coding IndexSource | — | 59.4% | Not comparable |
| AA-SciCodeSource | — | 50.0% | Not comparable |
Reasoning4 benchmarks
Knowledge13 benchmarks
| Benchmark | Composer 2 Fast | DeepSeek V4 Pro (Max) | Result |
|---|---|---|---|
| MMLU-ProSource | — | 87.5% | Not comparable |
| SimpleQASource | — | 57.9% | Not comparable |
| Chinese-SimpleQASource | — | 84.4% | Not comparable |
| GPQASource | — | 90.1% | Not comparable |
| GPQA-DSource | — | 90.1% | Not comparable |
| HLESource | — | 37.7% | Not comparable |
| Artificial Analysis Intelligence IndexSource | — | 44.3% | Not comparable |
| AA-GPQA DiamondSource | — | 88.8% | Not comparable |
| AA-HLESource | — | 35.9% | Not comparable |
| AA-Omniscience IndexSource | — | -10.0% | Not comparable |
| AA-Omniscience AccuracySource | — | 43.3% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 94.0% | Not comparable |
| AA Openness IndexSource | — | 50.0% | Not comparable |
Math4 benchmarks
Multimodal1 benchmarks
| Benchmark | Composer 2 Fast | DeepSeek V4 Pro (Max) | Result |
|---|---|---|---|
| Design Arena WebsiteSource | — | 1260 | Not comparable |
Inst. Following1 benchmarks
| Benchmark | Composer 2 Fast | DeepSeek V4 Pro (Max) | Result |
|---|---|---|---|
| AA-IFBenchSource | — | 76.5% | Not comparable |
Frequently Asked Questions (3)
Can I compare Composer 2 Fast and DeepSeek V4 Pro (Max) on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for Composer 2 Fast and DeepSeek V4 Pro (Max) today?
DeepSeek V4 Pro (Max): $0.43 input / $0.87 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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