Comparateur Multi-Modèles d’IA (2 à 4 Modèles)
Comparez 2 à 4 modèles d’IA de pointe côte à côte : benchmarks de code et raisonnement, tarifs tokens API, fenêtre de contexte et vitesse d’inférence.
Multi-Model Benchmark & Official Release Intelligence Matrix
Compare Up to 5 AI Models Side-by-Side on One Page
Evaluate benchmark scores, token pricing, speed, and official provider release specs (API Model ID, Rate Limits, Computer Use, MCP, VRAM & ZDR Compliance) side by side.
2 / 5 Models Active
1-Click Preset Multi-Model Stacks (4 Models):
Currently Compared Models:Qwen3 Max vs Qwen3-VL Plus Arena
Intelligence vs Blended Price (7:2:1)
Top-left quadrant delivers the highest intelligence per dollar
Intelligence vs Output Speed (tok/s)
Top-right quadrant delivers both frontier intelligence and real-time throughput
| Benchmark / Official Specification | Alibaba · 2025-09 | Alibaba · 2025-09 |
|---|---|---|
| 1. Official Benchmarks & Capability Scores (Green = Leader) | ||
| Intelligence Index (Composite) | 88 / 100 | 82 / 100 |
| SWE-bench Verified (Agentic Coding) | 62.5% | N/A |
| GPQA Diamond (PhD-Level Science) | 71.2% | 64% |
| LiveCodeBench (Competitive Coding) | N/A | N/A |
| AIME (Olympiad Competition Math) | N/A | N/A |
| MMLU-Pro (10-Choice Reasoning) | 84.5% | 81% |
| HumanEval (Code Synthesis) | 95% | 88% |
| Terminal-Bench (Agentic CLI Execution) | N/A | N/A |
| LMSYS Chatbot Arena Elo | 1395 | 1345 |
| 2. Token Pricing, Prompt Cache & Throughput Speed | ||
| Input Price (per 1M tokens) | $2.00 / 1M | $0.50 / 1M |
| Output Price (per 1M tokens) | $6.00 / 1M | $2.00 / 1M |
| Cached Input Price (per 1M tokens) | $0.400 / 1M | $0.050 / 1M |
| Blended Price (7:2:1 Cached Workload) | $1.28 / 1M | $0.34 / 1M |
| Context Window Capacity | 262K tokens | 262K tokens |
| Max Output Tokens | 16K tokens | 16K tokens |
| Output Speed (Tokens / sec) | 72 tok/s | 80 tok/s |
| Time to First Token (TTFT Latency) | 0.59s (590 ms) | 0.56s (560 ms) |
| 3. Official Provider Release Specs, API Quotas & Long-Context Rules | ||
| Official API Model ID (SDK) | qwen3-max-instruct | qwen3-vl-plus-instruct |
| API Protocol & Endpoint | Alibaba REST API (OpenAI-Compatible) | Alibaba REST API (OpenAI-Compatible) |
| Lifecycle & GA Support Window | Active GA (Guaranteed support through 2027+) | Active GA (Guaranteed support through 2027+) |
| Enterprise Rate Limits (RPM / TPM) | 5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM | 5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM |
| Long-Context Tier (>128K/200K) | Flat rate ($2/1M in) across full 262K window | Flat rate ($0.5/1M in) across full 262K window |
| Prompt Cache Policy & TTL | Cached input at $0.4/1M tokens | Cached input at $0.05/1M tokens |
| Multimodal Token Billing | Text BPE (~4 chars/token) | Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile) |
| 4. Agentic Capabilities, Self-Hosting VRAM & Enterprise Compliance | ||
| Computer Use / Browser GUI Agent | API / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop) | Supported (Screen coordinate grounding, browser & desktop GUI action loops) |
| MCP & Parallel Tool Calling | Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema | Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema |
| Web Search Grounding & Code Sandbox | Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools | Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools |
| Official Fine-Tuning Support | API Prompt Engineering & RAG Distillation | API Prompt Engineering & RAG Distillation |
| Quantization & Min GPU VRAM | Cloud-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) |
| Supported Inference Engines | Managed Alibaba Cloud API | Managed Alibaba Cloud API |
| Safety & Frontier Classification | Alibaba Production Safety & Alignment Verified | Alibaba Production Safety & Alignment Verified |
| Enterprise Compliance (ZDR/HIPAA/SOC2) | SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier | SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier |
| Architecture & Weights License | Advanced Dense/MoE Hybrid Frontier Transformer · Proprietary API | Multimodal Vision-Language Frontier Transformer · Proprietary API |
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