Head-to-Head Model Comparison

Qwen3-VL Plus vs QwQ Plus

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Ditinjau oleh tim riset GetInfoUsPeninjauan terakhir: October 2026Kebijakan editorial
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AI CompareAI BenchmarkToken PricingModel CostModel SpecsSWE-bench CodingModel VersusWhich AI ModelLLM Speed & LatencyReasoning ModelsExtended ThinkingPrompt Caching ROI
Qwen3-VL Plus vs QwQ Plus: Benchmarks, Pricing & Speed Comparison

Qwen3-VL Plus dari Alibaba dan QwQ Plus dari Alibaba adalah dua model AI unggulan. Qwen3-VL Plus menawarkan jendela konteks 262.1K token dengan harga $0.50/$2.00 per 1 juta token, sedangkan QwQ Plus menyediakan konteks 131.1K token seharga $0.40/$1.60 per 1 juta token. Berikut perbandingan lengkap benchmark, latensi, dan biayanya.

Perbandingan Langsung (VS)

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Alibaba

Qwen3-VL Plus

AI Multimodal Asli

Qwen3-VL Plus dari Alibaba adalah model AI yang dirancang untuk pemahaman multimodal asli (teks & visual) serta analisis dokumen kompleks, menghadirkan jendela konteks 262K, kecepatan 80 token/detik, indeks kecerdasan 82/100, serta tarif $0

Intelligence Index82 / 100
Input Token:

$0.50 / 1M

Output Token:

$2.00 / 1M

Context Window:

262.1K tokens

SWE-bench Verified:

N/A

Alibaba

QwQ Plus

Mesin Penalaran Mendalam

QwQ Plus dari Alibaba adalah model AI yang dirancang untuk penalaran logis mendalam, matematika tingkat lanjut, dan analisis ilmiah, menghadirkan jendela konteks 131K, kecepatan 70 token/detik, indeks kecerdasan 84/100, serta tarif $0.4/$1.

Intelligence Index84 / 100
Input Token:

$0.40 / 1M

Output Token:

$1.60 / 1M

Context Window:

131.1K tokens

SWE-bench Verified:

45%

Perbedaan Utama Sekilas

  • QwQ Plus is 1.2x cheaper for API usage (input + output tokens combined).
  • Qwen3-VL Plus has a larger context window (262K vs 131K tokens).
  • Qwen3-VL Plus is faster at 80 tok/s vs 70 tok/s.
Need definitions for token pricing, context, or benchmarks?Explore AI Glossary →
FeatureQwen3-VL PlusQwQ Plus
Intelligence Index
Composite reasoning & knowledge score (0-100)
8284
Provider
AlibabaAlibaba
Input Price
Cost per million input tokens
$0.50 / 1M$0.40 / 1M
Output Price
Cost per million output tokens
$2.00 / 1M$1.60 / 1M
Blended Price
Weighted 7:2:1 cache:input:output per 1M
$0.34 / 1M$0.27 / 1M
Context Window
Maximum input + output tokens
262.1K tokens~393 A4 pages of text131.1K tokens~197 A4 pages of text
Max Output Tokens
Per single request
16K16K
Throughput Speed
Tokens generated per second
80 tok/s70 tok/s
SWE-bench Verified
Real-world software engineering
N/A45%
GPQA Diamond
Graduate-level reasoning
64%65.2%
Cached Input Price
Prompt caching discount per 1M tokens
$0.05 / 1M$0.04 / 1M

Siapa Unggul di Mana?

At-a-glance decision framework
Coding

Evaluations ongoing

Cost
QwQ Plus
1.2x cheaper monthly runtime
Speed
Qwen3-VL Plus
+14% faster generation
Context
Qwen3-VL Plus
262.1K tokens window

Skor Benchmark Terverifikasi

Official evaluation metrics verified by independent third-party research labs.

Qwen3-VL PlusQwQ Plus
SWE-bench Verified (Autonomous Coding)

Industry benchmark evaluating real-world GitHub issue resolution and multi-file debugging.

N/Avs45%
GPQA Diamond (Doctorate-Level Science & Math)

Challenging questions created by domain experts to test complex PhD-level reasoning.

64%vs65.2%
MMLU-Pro (Multi-task Language Understanding)

Hardened reasoning and academic knowledge benchmark with reduced lucky-guess probability.

81%vs82%
LMSYS Chatbot Arena Elo

Crowdsourced human preference evaluation based on blind, head-to-head model battles.

1345ptsvs1335pts
LiveCodeBench (Competitive Coding)

Contamination-free competitive programming problems collected continuously over time.

N/Avs62%
AIME (Advanced Math Competition)

American Invitational Mathematics Examination — multi-step Olympiad-level reasoning.

N/Avs80%
Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

80 tok/s vs70 tok/s

Latensi & Waktu Respons

Time to first token (TTFT) and estimated end-to-end response time for a typical 500-token response.

Time to First Token (TTFT)Lower is better
Qwen3-VL Plus0.56s
QwQ Plus0.85s
Est. End-to-End Response (500 tokens)TTFT + generation time
Qwen3-VL Plus6.81s
QwQ Plus7.99s

Simulator Biaya Token Interaktif

Adjust sliders to calculate projected monthly cloud API spending with prompt caching discounts.

100K / day
10K500K1M
30K / day
5K150K300K
50% cached
0% (Cold)50%90% (Warm)
Qwen3-VL Plus Monthly API Bill
$2.63 / month
$0.5/1M in · $2/1M out
QwQ Plus Monthly API Bill
$2.10 / month
$0.4/1M in · $1.6/1M out
QwQ Plus saves approximately $0.52 / month (20%) under this workload.1.2x Savings

Qwen3-VL Plus · Strengths & Key Advantages

  • Jendela konteks 262K dengan kapasitas output maksimum hingga 16K token (GPQA Diamond 64% · MMLU-Pro 81%)
  • Kecepatan generasi tinggi 80 token/detik dengan latensi token pertama (TTFT) hanya 560 ms
  • Skema harga API kompetitif (tarif $0.5/$2 per 1M token) dengan dukungan cache prompt dan output JSON terstruktur
Considerations & Trade-offs
  • Model cloud proprietari tertutup; bobot model tidak dapat diunduh untuk penggunaan lokal offline
  • Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

QwQ Plus · Strengths & Key Advantages

  • Jendela konteks 131K dengan kapasitas output maksimum hingga 16K token (SWE-bench Verified 45% · GPQA Diamond 65.2%)
  • Kecepatan generasi tinggi 70 token/detik dengan latensi token pertama (TTFT) hanya 850 ms
  • Skema harga API kompetitif (tarif $0.4/$1.6 per 1M token) dengan dukungan cache prompt dan output JSON terstruktur
Considerations & Trade-offs
  • Model cloud proprietari tertutup; bobot model tidak dapat diunduh untuk penggunaan lokal offline
  • Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

Token Use & Task Economics

Estimated cost and token consumption to complete one representative agentic task.

MetricQwen3-VL PlusQwQ Plus
Cost per Task
Estimated USD to finish one task
$0.16$0.12
Output Tokens / Task
Tokens generated per task
20K24K
Reasoning Tokens / Task
Thinking tokens burned per task
6K14K

Spesifikasi Teknis

Architecture, release timeline, capabilities, and modalities.

FeatureQwen3-VL PlusQwQ Plus
Official API Model ID (SDK)qwen3-vl-plus-instructqwq-plus-instruct
API ProtocolAlibaba REST API (OpenAI-Compatible)Alibaba REST API (OpenAI-Compatible)
Release Date2025-092025-03
Knowledge CutoffJuly 2025January 2025
ArchitectureMultimodal Vision-Language Frontier TransformerDeep Reasoning Chain-of-Thought Transformer
ParametersConfidential32B (Distilled Reasoning Engine)
Enterprise Rate Limits (RPM / TPM)5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM
Long-Context Tier (>128K/200K)Flat rate ($0.5/1M in) across full 262K windowFlat rate ($0.4/1M in) across full 131K window
Prompt Cache Policy & TTLCached input at $0.05/1M tokensCached input at $0.04/1M tokens
Computer Use / GUI AgentSupported (Screen coordinate grounding, browser & desktop GUI action loops)API / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)
MCP & Parallel Tool CallingNative MCP Client/Server ready · Parallel function calling · 100% Strict JSON SchemaNative MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema
Web Search Grounding & SandboxSupported via external Tavily/Exa Search & E2B/Docker Sandbox toolsSupported via external Tavily/Exa Search & E2B/Docker Sandbox tools
Official Fine-Tuning SupportAPI Prompt Engineering & RAG DistillationAPI Prompt Engineering & RAG Distillation
Multimodal Token BillingText BPE (~4 chars/token) · Vision (~258–765 tokens per image tile)Text BPE (~4 chars/token)
Quantization & Min GPU VRAMCloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)
Safety & Frontier ClassificationAlibaba Production Safety & Alignment VerifiedAlibaba Production Safety & Alignment Verified
Enterprise Compliance (ZDR/HIPAA/SOC2)SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise TierSOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier
Input Modalitiestext, visiontext
Output Modalitiestexttext

Qwen3-VL Plus vs QwQ Plus: Jawaban Cepat (FAQ)

Which is more intelligent, Qwen3-VL Plus or QwQ Plus?

QwQ Plus is more intelligent. It scores 84 compared with 82 on the composite Intelligence Index.

Which model is faster?

Qwen3-VL Plus is faster, generating 80 tokens per second compared with 70 tokens per second.

Which model is cheaper to run?

QwQ Plus is cheaper at $0.27 per 1M tokens blended, compared with $0.34 (7:2:1 cache:input:output ratio).

Which model has lower latency?

Qwen3-VL Plus has lower latency, with a time to first token of 0.56s compared with 0.85s.

Which model has a larger context window?

Qwen3-VL Plus has a larger context window, supporting 262.1K tokens compared with 131.1K tokens.

Kesimpulan

Baik Qwen3-VL Plus (Sangat cocok untuk pemahaman multimodal asli (teks & visual) serta analisis dokumen kompleks, sistem RAG perusahaan, dan integrasi API skala produksi.) maupun QwQ Plus (Sangat cocok untuk penalaran logis mendalam, matematika tingkat lanjut, dan analisis ilmiah, sistem RAG perusahaan, dan integrasi API skala produksi.) sangat tangguh: QwQ Plus unggul dalam penalaran dan pemrograman, Qwen3-VL Plus memberikan kecepatan generasi token lebih tinggi, dan QwQ Plus lebih hemat biaya untuk penggunaan API skala besar.

Pertanyaan Umum (FAQ)

Mana yang lebih baik untuk coding dan penalaran, Qwen3-VL Plus atau QwQ Plus?+

Dalam indeks kecerdasan gabungan dan benchmark coding, QwQ Plus memimpin. Lihat skor SWE-bench dan GPQA di atas untuk detailnya.

Berapa perbandingan harga API Qwen3-VL Plus vs QwQ Plus?+

Qwen3-VL Plus mengenakan biaya $0.50 / $2.00 per 1M token input/output, sedangkan QwQ Plus sebesar $0.40 / $1.60. Secara keseluruhan, QwQ Plus lebih hemat biaya.

Model mana yang memiliki jendela konteks lebih besar dan kecepatan lebih tinggi?+

Qwen3-VL Plus mendukung konteks 262.1K token dibandingkan 131.1K token pada QwQ Plus, sementara Qwen3-VL Plus unggul dalam kecepatan output token per detik.

AI Terminology & Guide
Explore Glossary →

Understand key metrics like context window, token pricing, reasoning mode, and SWE-bench scores in our comprehensive AI glossary.

Benchmark scores, token prices, and rate limits evolve rapidly as AI labs release model updates. Always verify current specifications and pricing on the official provider documentation.

Sumber resmi: Dokumentasi API resmi Alibaba & Alibaba serta evaluasi benchmark independen (2026).