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DeepSeek V4 Pro vs Qwen3.8 Max (0902)

Detailed technical comparison between DeepSeek V4 Pro (DeepSeek) and Qwen3.8 Max (0902) (Alibaba). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚡ Executive Summary & Verdict

Comparison Snapshot

DeepSeek V4 Pro: 5 WinsvsQwen3.8 Max (0902): 1 Win
Context Leader

DeepSeek V4 Pro

1,048,576 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

DeepSeek V4 Pro

$0.92 / MTok
DeepSeekactive

DeepSeek V4 Pro

DeepSeek V4 Pro is an advanced artificial intelligence model engineered by DeepSeek. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, DeepSeek V4 Pro represents a key architectural iteration in the DeepSeek model family. First released in 2026-04-24, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,048,576 tokens (approximately 1,398 words), DeepSeek V4 Pro processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View DeepSeek V4 Pro Full Specs →
Alibabaactive

Qwen3.8 Max (0902)

Qwen3.8 Max (0902) is an advanced artificial intelligence model engineered by Alibaba. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Qwen3.8 Max (0902) represents a key architectural iteration in the Alibaba model family. First released in 2026-09-03, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,000,000 tokens (approximately 1,333 words), Qwen3.8 Max (0902) processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View Qwen3.8 Max (0902) Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationDeepSeek V4 ProQwen3.8 Max (0902)
ProviderDeepSeekAlibaba
Context Window1,048,576 tokens🏆1,000,000 tokens
Agent Suitability94/100 (est.)Not yet benchmarked
Time to First Token (TTFT)280 ms (est.)No public TTFT data
Deployment Modelmanaged apiself hostable
Production StabilityStable GA (est.)Beta Access (est.)
API AvailableYesYes
Released Date2026-04-242026-09-03

API Pricing Comparison

Input Price per Million Tokens

DeepSeek V4 Pro

$0.92

Qwen3.8 Max (0902)

$2.00

Output Price per Million Tokens

DeepSeek V4 Pro

$1.85

Qwen3.8 Max (0902)

$6.00

💡 Cost Ratio: DeepSeek V4 Pro is 2.2x cheaper per input token than Qwen3.8 Max (0902).

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
94.5%vs92.8%+1.7% DeepSeek V4 Pro
DeepSeek V4 Pro 🏆
Qwen3.8 Max (0902)
HumanEvalPython coding & logic synthesis
95.8%vs96.2%+0.4% Qwen3.8 Max (0902)
DeepSeek V4 Pro
Qwen3.8 Max (0902) 🏆
MATHComplex mathematical problem solving
94.5%vs91.5%+3.0% DeepSeek V4 Pro
DeepSeek V4 Pro 🏆
Qwen3.8 Max (0902)
GPQAGraduate-level expert reasoning
85.0%vs75.0%+10.0% DeepSeek V4 Pro
DeepSeek V4 Pro 🏆
Qwen3.8 Max (0902)
HellaSwagCommonsense reasoning and inference
98.6%vs94.8%+3.8% DeepSeek V4 Pro
DeepSeek V4 Pro 🏆
Qwen3.8 Max (0902)
MT-BenchMulti-turn conversation flow quality
9.6%vs9.5%+0.1% DeepSeek V4 Pro
DeepSeek V4 Pro 🏆
Qwen3.8 Max (0902)

DeepSeek V4 Pro Quirks & Gotchas

  • MoE architecture — cold-start latency on first request, use keep-alive
  • Best cost-performance ratio of any frontier model — strong tool calling for agentic use

Qwen3.8 Max (0902) Quirks & Gotchas

No developer gotchas reported.

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