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.

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1-Click Preset Multi-Model Stacks (4 Models):

Intelligence vs Blended Price (7:2:1)

Top-left quadrant delivers the highest intelligence per dollar

3334353536$0.13$0.27$0.41$0.54$0.68Blended Price ($ / 1M Tokens)Intelligence IndexClaude 3.5 HaikuClaude 3 Haiku

Intelligence vs Output Speed (tok/s)

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

3334353536124 tok/s126 tok/s128 tok/s129 tok/s131 tok/sOutput Throughput (tok/s)Intelligence IndexClaude 3.5 HaikuClaude 3 Haiku
Benchmark / Official Specification
Anthropic · 2024-11
Anthropic · 2024-03
1. Official Benchmarks & Capability Scores (Green = Leader)
Intelligence Index (Composite)36 / 10033 / 100
SWE-bench Verified (Agentic Coding)40.6%10.5%
GPQA Diamond (PhD-Level Science)41.6%33%
LiveCodeBench (Competitive Coding)43.6%N/A
AIME (Olympiad Competition Math)47.8%N/A
MMLU-Pro (10-Choice Reasoning)69.2%61.2%
HumanEval (Code Synthesis)88.1%60.5%
Terminal-Bench (Agentic CLI Execution)26.8%N/A
LMSYS Chatbot Arena Elo12601175
2. Token Pricing, Prompt Cache & Throughput Speed
Input Price (per 1M tokens)$0.80 / 1M$0.25 / 1M
Output Price (per 1M tokens)$4.00 / 1M$1.25 / 1M
Cached Input Price (per 1M tokens)$0.080 / 1M$0.025 / 1M
Blended Price (7:2:1 Cached Workload)$0.62 / 1M$0.19 / 1M
Context Window Capacity200K tokens200K tokens
Max Output Tokens8K tokens4K tokens
Output Speed (Tokens / sec)130 tok/s125 tok/s
Time to First Token (TTFT Latency)0.38s (380 ms)0.35s (350 ms)
3. Official Provider Release Specs, API Quotas & Long-Context Rules
Official API Model ID (SDK)claude-3-5-haiku-20241101claude-3-haiku-20240301
API Protocol & EndpointAnthropic Messages API + AWS Bedrock + Vertex AIAnthropic Messages API + AWS Bedrock + Vertex AI
Lifecycle & GA Support WindowLegacy Stable (Upgrade path available in Anthropic lineup)Legacy Stable (Upgrade path available in Anthropic lineup)
Enterprise Rate Limits (RPM / TPM)4,000 – 10,000 RPM (Tier 4 + Priority Tier) · 800,000 – 2,000,000 TPM4,000 – 10,000 RPM (Tier 4 + Priority Tier) · 800,000 – 2,000,000 TPM
Long-Context Tier (>128K/200K)Standard rate up to 200K tokens; 2x input/output tier above 200K tokensStandard rate up to 200K tokens; 2x input/output tier above 200K tokens
Prompt Cache Policy & TTL$0.08/1M cached read (90% off); 5-min default & 1-hour extended TTL$0.025/1M cached read (90% off); 5-min default & 1-hour extended 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)
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 Citations + Code Execution Tool + MCP ConnectorsNative Web Search Citations + Code Execution Tool + MCP Connectors
Official Fine-Tuning SupportCustom Model Tuning via Amazon Bedrock & Prompt DistillationCustom Model Tuning via Amazon Bedrock & Prompt 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 Anthropic Cloud APIManaged Anthropic Cloud API
Safety & Frontier ClassificationAnthropic RSP ASL-2 / ASL-3 Constitutional Safety EvaluatedAnthropic RSP ASL-2 / ASL-3 Constitutional Safety Evaluated
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 LicenseOptimized Lightweight Transformer · Proprietary APICompact High-Throughput Transformer · Proprietary API
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Select any two models across 33 global AI labs (Google, OpenAI, Anthropic, xAI, Meta, DeepSeek, Alibaba Qwen, Mistral & more) to evaluate token economics, speed, benchmarks, and context.

Les scores de benchmarks, tarifs par token et limites évoluent rapidement. Vérifiez toujours les spécifications actuelles sur la documentation officielle du fournisseur.