Multi-Model AI Comparator (2-4 Models)

Compare any 2 to 4 frontier AI models side by side across Intelligence Index, coding & reasoning benchmarks, API token pricing, context window, and inference speed.

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

8888899090$0.39$0.57$0.74$0.91$1.09Blended Price ($ / 1M Tokens)Intelligence IndexQwen3.6 Max PreviewQwen3.6 Plus

Intelligence vs Output Speed (tok/s)

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

888889909073 tok/s78 tok/s83 tok/s87 tok/s92 tok/sOutput Throughput (tok/s)Intelligence IndexQwen3.6 Max PreviewQwen3.6 Plus
Benchmark / Official Specification
Alibaba · 2026-04
Alibaba · 2026-04
1. Official Benchmarks & Capability Scores (Green = Leader)
Intelligence Index (Composite)90 / 10088 / 100
SWE-bench Verified (Agentic Coding)70%66.5%
GPQA Diamond (PhD-Level Science)76%73.8%
LiveCodeBench (Competitive Coding)N/AN/A
AIME (Olympiad Competition Math)N/AN/A
MMLU-Pro (10-Choice Reasoning)87.5%86.2%
HumanEval (Code Synthesis)97%96%
Terminal-Bench (Agentic CLI Execution)N/AN/A
LMSYS Chatbot Arena Elo14451425
2. Token Pricing, Prompt Cache & Throughput Speed
Input Price (per 1M tokens)$1.50 / 1M$0.70 / 1M
Output Price (per 1M tokens)$6.00 / 1M$2.80 / 1M
Cached Input Price (per 1M tokens)$0.150 / 1M$0.070 / 1M
Blended Price (7:2:1 Cached Workload)$1.01 / 1M$0.47 / 1M
Context Window Capacity262K tokens1M tokens
Max Output Tokens16K tokens16K tokens
Output Speed (Tokens / sec)75 tok/s90 tok/s
Time to First Token (TTFT Latency)0.54s (540 ms)0.46s (460 ms)
3. Official Provider Release Specs, API Quotas & Long-Context Rules
Official API Model ID (SDK)qwen3-6-max-preview-instructqwen3-6-plus-instruct
API Protocol & EndpointAlibaba REST API (OpenAI-Compatible)Alibaba REST API (OpenAI-Compatible)
Lifecycle & GA Support WindowActive GA (Guaranteed support through 2028+)Active GA (Guaranteed support through 2028+)
Enterprise Rate Limits (RPM / TPM)5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM5,000 – 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 262K windowFlat rate ($0.7/1M in) across full 1000K window
Prompt Cache Policy & TTLCached input at $0.15/1M tokensCached input at $0.07/1M tokens
Multimodal Token BillingText 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 AgentAPI / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)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 SandboxSupported via external Tavily/Exa Search & E2B/Docker Sandbox toolsSupported via external Tavily/Exa Search & E2B/Docker Sandbox tools
Official Fine-Tuning SupportAPI Prompt Engineering & RAG DistillationAPI Prompt Engineering & RAG 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 Alibaba Cloud APIManaged Alibaba Cloud API
Safety & Frontier ClassificationAlibaba Production Safety & Alignment VerifiedAlibaba Production Safety & Alignment 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 LicenseHigh-Scale Frontier Agentic Transformer · Proprietary APIHigh-Throughput 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.

Benchmark scores, token prices, and rate limits evolve rapidly as AI labs release model updates. Always verify current specifications and pricing on the official provider documentation.