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):

Intelligence vs Blended Price (7:2:1)

Top-left quadrant delivers the highest intelligence per dollar

6467707275$-1.88$2.87$7.62$12$17Blended Price ($ / 1M Tokens)Intelligence IndexQwen-Omni TurboGPT-Realtime-2.1

Intelligence vs Output Speed (tok/s)

Top-right quadrant delivers both frontier intelligence and real-time throughput

646770727590 tok/s90 tok/s90 tok/s90 tok/s90 tok/sOutput Throughput (tok/s)Intelligence IndexQwen-Omni TurboGPT-Realtime-2.1
Benchmark / Official Specification
Alibaba · 2025-01
OpenAI · 2026-07
1. Official Benchmarks & Capability Scores (Green = Leader)
Intelligence Index (Composite)74 / 10065 / 100
SWE-bench Verified (Agentic Coding)N/A62%
GPQA Diamond (PhD-Level Science)N/A70%
LiveCodeBench (Competitive Coding)N/A62%
AIME (Olympiad Competition Math)N/A86.5%
MMLU-Pro (10-Choice Reasoning)69%83%
HumanEval (Code Synthesis)76%92.5%
Terminal-Bench (Agentic CLI Execution)N/A38%
LMSYS Chatbot Arena Elo12351350
2. Token Pricing, Prompt Cache & Throughput Speed
Input Price (per 1M tokens)$0.30 / 1M$32.00 / 1M
Output Price (per 1M tokens)$1.20 / 1M$64.00 / 1M
Cached Input Price (per 1M tokens)$0.030 / 1M$3.200 / 1M
Blended Price (7:2:1 Cached Workload)$0.20 / 1M$15.04 / 1M
Context Window Capacity33K tokens128K tokens
Max Output Tokens8K tokens33K tokens
Output Speed (Tokens / sec)90 tok/s90 tok/s
Time to First Token (TTFT Latency)0.38s (380 ms)0.32s (320 ms)
3. Official Provider Release Specs, API Quotas & Long-Context Rules
Official API Model ID (SDK)qwen-omni-turbo-instructgpt-realtime-2-1
API Protocol & EndpointAlibaba REST API (OpenAI-Compatible)OpenAI Responses API & Chat Completions v1
Lifecycle & GA Support WindowActive GA (Guaranteed support through 2027+)Active GA (Guaranteed support through 2028+)
Enterprise Rate Limits (RPM / TPM)5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM10,000 – 30,000 RPM (Tier 5 Enterprise) · 800,000 – 2,000,000 TPM
Long-Context Tier (>128K/200K)Flat rate ($0.3/1M in) across full 33K windowFlat rate ($32/1M in) across full 128K window
Prompt Cache Policy & TTLCached input at $0.03/1M tokensAutomatic prefix caching at $3.2/1M (no extra cache-write fee)
Multimodal Token BillingText BPE (~4 chars/token) · Vision (~258–765 tokens per image tile) · Audio (~25–32 tokens/sec)Text BPE (~4 chars/token) · Audio (~25–32 tokens/sec)
4. Agentic Capabilities, Self-Hosting VRAM & Enterprise Compliance
Computer Use / Browser 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
Web Search Grounding & Code SandboxSupported via external Tavily/Exa Search & E2B/Docker Sandbox toolsNative Web Search tool + Hosted Code Interpreter & File Search RAG
Official Fine-Tuning SupportAPI Prompt Engineering & RAG DistillationSupervised Fine-Tuning (SFT), Direct Preference (DPO) & Reinforcement Fine-Tuning (RFT)
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)
Supported Inference EnginesManaged Alibaba Cloud APIManaged OpenAI Cloud API
Safety & Frontier ClassificationAlibaba Production Safety & Alignment VerifiedOpenAI Preparedness Framework Audited & System Card Published
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
Architecture & Weights LicenseEnd-to-End Omni-Modal Multimodal Transformer · Proprietary APIReal-time speech-to-speech multimodal transformer · Proprietary API
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Les scores de benchmarks, tarifs par token et limites évoluent rapidement. Vérifiez toujours les spécifications actuelles sur la documentation officielle du fournisseur.