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:Fugu Ultra vs Qwen3.7 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 | Sakana AI · 2026-06 | Alibaba · 2026-06 |
|---|---|---|
| 1. Official Benchmarks & Capability Scores (Green = Leader) | ||
| Intelligence Index (Composite) | 86 / 100 | 89 / 100 |
| SWE-bench Verified (Agentic Coding) | N/A | 68% |
| GPQA Diamond (PhD-Level Science) | 67% | 75% |
| LiveCodeBench (Competitive Coding) | N/A | N/A |
| AIME (Olympiad Competition Math) | N/A | N/A |
| MMLU-Pro (10-Choice Reasoning) | 83% | 86.8% |
| HumanEval (Code Synthesis) | 92% | 96.2% |
| Terminal-Bench (Agentic CLI Execution) | N/A | N/A |
| LMSYS Chatbot Arena Elo | 1370 | 1435 |
| 2. Token Pricing, Prompt Cache & Throughput Speed | ||
| Input Price (per 1M tokens) | $1.50 / 1M | $0.80 / 1M |
| Output Price (per 1M tokens) | $6.00 / 1M | $3.20 / 1M |
| Cached Input Price (per 1M tokens) | $0.150 / 1M | $0.080 / 1M |
| Blended Price (7:2:1 Cached Workload) | $1.01 / 1M | $0.54 / 1M |
| Context Window Capacity | 1M tokens | 1M tokens |
| Max Output Tokens | 16K tokens | 16K tokens |
| Output Speed (Tokens / sec) | 75 tok/s | 92 tok/s |
| Time to First Token (TTFT Latency) | 0.54s (540 ms) | 0.44s (440 ms) |
| 3. Official Provider Release Specs, API Quotas & Long-Context Rules | ||
| Official API Model ID (SDK) | fugu-ultra | qwen3-7-plus-instruct |
| API Protocol & Endpoint | Sakana AI REST API (OpenAI-Compatible) | Alibaba REST API (OpenAI-Compatible) |
| Lifecycle & GA Support Window | Active GA (Guaranteed support through 2028+) | Active GA (Guaranteed support through 2028+) |
| Enterprise Rate Limits (RPM / TPM) | 5,000 – 15,000 RPM (Production Tier) · 4,000,000 – 10,000,000 TPM | 5,000 – 15,000 RPM (Production Tier) · 4,000,000 – 10,000,000 TPM |
| Long-Context Tier (>128K/200K) | Flat rate ($1.5/1M in) across full 1000K window | Flat rate ($0.8/1M in) across full 1000K window |
| Prompt Cache Policy & TTL | Cached input at $0.15/1M tokens | Cached input at $0.08/1M 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 Sakana AI Cloud API | Managed Alibaba Cloud API |
| Safety & Frontier Classification | Sakana AI 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 | Evolutionary Multi-Model Merged Transformer · Proprietary API | High-Value Multimodal Foundation Transformer · Proprietary API |
Interactive AI Model Comparator
Compare Any Two AI Models Head-to-Head
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.