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:GPT-5.2 vs Gemini 4 Argon Arena

Intelligence vs Blended Price (7:2:1)

Top-left quadrant delivers the highest intelligence per dollar

61718191101$1.41$1.54$1.67$1.80$1.93Blended Price ($ / 1M Tokens)Intelligence IndexGPT-5.2Gemini 4 Argon

Intelligence vs Output Speed (tok/s)

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

61718191101113 tok/s117 tok/s122 tok/s126 tok/s130 tok/sOutput Throughput (tok/s)Intelligence IndexGPT-5.2Gemini 4 Argon
Benchmark / Official Specification
OpenAI · 2025-12
Google · 2026-09
1. Official Benchmarks & Capability Scores (Green = Leader)
Intelligence Index (Composite)65 / 10097 / 100
SWE-bench Verified (Agentic Coding)76.5%81.9%
GPQA Diamond (PhD-Level Science)77.8%81.5%
LiveCodeBench (Competitive Coding)74.8%80.5%
AIME (Olympiad Competition Math)93.4%94.8%
MMLU-Pro (10-Choice Reasoning)87.2%90.8%
HumanEval (Code Synthesis)94.4%97.2%
Terminal-Bench (Agentic CLI Execution)50%57.4%
LMSYS Chatbot Arena Elo13881525
2. Token Pricing, Prompt Cache & Throughput Speed
Input Price (per 1M tokens)$1.75 / 1M$2.00 / 1M
Output Price (per 1M tokens)$14.00 / 1M$10.00 / 1M
Cached Input Price (per 1M tokens)$0.175 / 1M$0.100 / 1M
Blended Price (7:2:1 Cached Workload)$1.87 / 1M$1.47 / 1M
Context Window Capacity400K tokens1M tokens
Max Output Tokens128K tokens1M tokens
Output Speed (Tokens / sec)128 tok/s115 tok/s
Time to First Token (TTFT Latency)1.12s (1120 ms)0.85s (850 ms)
3. Official Provider Release Specs, API Quotas & Long-Context Rules
Official API Model ID (SDK)gpt-5-2models/gemini-4-argon
API Protocol & EndpointOpenAI Responses API & Chat Completions v1Google Gemini API (generateContent) + OpenAI-Compatible SDK
Lifecycle & GA Support WindowActive GA (Guaranteed support through 2027+)Active GA (Guaranteed support through 2028+)
Enterprise Rate Limits (RPM / TPM)10,000 – 30,000 RPM (Tier 5 Enterprise) · 800,000 – 2,000,000 TPM10,000 – 30,000 RPM (Tier 5 Enterprise) · 4,000,000 – 10,000,000 TPM
Long-Context Tier (>128K/200K)Flat rate ($1.75/1M in) across full 400K windowStandard rate up to 200K tokens; 2x input/output tier above 200K tokens
Prompt Cache Policy & TTLAutomatic prefix caching at $0.175/1M (no extra cache-write fee)Implicit + Explicit Context Caching at $0.1/1M with configurable TTL
Multimodal Token BillingText BPE (~4 chars/token) · Vision (~258–765 tokens per image tile)Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile) · Audio (~25–32 tokens/sec) · Video (~258–300 tokens/sec)
4. Agentic Capabilities, Self-Hosting VRAM & Enterprise Compliance
Computer Use / Browser GUI AgentSupported (Screen coordinate grounding, browser & desktop GUI action loops)Supported (Screen coordinate grounding, browser & desktop GUI action loops)
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 & Code SandboxNative Web Search tool + Hosted Code Interpreter & File Search RAGBuilt-in Google Search Grounding + Managed Python Code Execution Sandbox
Official Fine-Tuning SupportSupervised Fine-Tuning (SFT), Direct Preference (DPO) & Reinforcement Fine-Tuning (RFT)Vertex AI Supervised Adapter Tuning & Context Distillation
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 OpenAI Cloud APIManaged Google Cloud API
Safety & Frontier ClassificationOpenAI Preparedness Framework Audited & System Card PublishedGoogle DeepMind Frontier Safety Framework 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
Architecture & Weights LicenseUnified reasoning model (Instant / Thinking / Pro modes) · Proprietary APIPathways Multimodal Sparse Mixture-of-Experts · Proprietary API
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