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

6470768288$-0.00$1.08$2.16$3.24$4.32Blended Price ($ / 1M Tokens)Intelligence IndexHunyuan Large V2Claude Opus 4.8

Intelligence vs Output Speed (tok/s)

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

647076828862 tok/s67 tok/s72 tok/s77 tok/s82 tok/sOutput Throughput (tok/s)Intelligence IndexHunyuan Large V2Claude Opus 4.8
Benchmark / Official Specification
Tencent · 2026-05
Anthropic · 2026-05
1. Official Benchmarks & Capability Scores (Green = Leader)
Intelligence Index (Composite)85 / 10067 / 100
SWE-bench Verified (Agentic Coding)N/A80.8%
GPQA Diamond (PhD-Level Science)66%78.9%
LiveCodeBench (Competitive Coding)N/AN/A
AIME (Olympiad Competition Math)N/AN/A
MMLU-Pro (10-Choice Reasoning)82.5%89.6%
HumanEval (Code Synthesis)91%96.7%
Terminal-Bench (Agentic CLI Execution)N/A54.2%
LMSYS Chatbot Arena Elo13651420
2. Token Pricing, Prompt Cache & Throughput Speed
Input Price (per 1M tokens)$0.70 / 1M$5.00 / 1M
Output Price (per 1M tokens)$2.80 / 1M$25.00 / 1M
Cached Input Price (per 1M tokens)$0.070 / 1M$0.500 / 1M
Blended Price (7:2:1 Cached Workload)$0.47 / 1M$3.85 / 1M
Context Window Capacity512K tokens1M tokens
Max Output Tokens16K tokens128K tokens
Output Speed (Tokens / sec)80 tok/s64 tok/s
Time to First Token (TTFT Latency)0.48s (480 ms)1.65s (1650 ms)
3. Official Provider Release Specs, API Quotas & Long-Context Rules
Official API Model ID (SDK)hunyuan-large-v2claude-opus-4-8-20260501
API Protocol & EndpointTencent REST API (OpenAI-Compatible)Anthropic Messages API + AWS Bedrock + Vertex AI
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 TPM4,000 – 10,000 RPM (Tier 4 + Priority Tier) · 4,000,000 – 10,000,000 TPM
Long-Context Tier (>128K/200K)Flat rate ($0.7/1M in) across full 512K windowStandard rate up to 200K tokens; 2x input/output tier above 200K tokens
Prompt Cache Policy & TTLCached input at $0.07/1M tokens$0.5/1M cached read (90% off); 5-min default & 1-hour extended TTL
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 toolsNative Web Search Citations + Code Execution Tool + MCP Connectors
Official Fine-Tuning SupportAPI Prompt Engineering & RAG 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 Tencent Cloud APIManaged Anthropic Cloud API
Safety & Frontier ClassificationTencent Production Safety & Alignment VerifiedAnthropic 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 LicenseHigh-Scale Sparse Mixture-of-Experts Transformer · Proprietary APIFrontier Hybrid Cognitive Architecture · 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.