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

8790939598$0.06$3.28$6.51$9.74$13Blended Price ($ / 1M Tokens)Intelligence IndexClaude Mythos 5.1Gemini 4 Argon

Intelligence vs Output Speed (tok/s)

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

879093959852 tok/s70 tok/s88 tok/s105 tok/s123 tok/sOutput Throughput (tok/s)Intelligence IndexClaude Mythos 5.1Gemini 4 Argon
Benchmark / Official Specification
Anthropic · 2026-09
Google · 2026-09
1. Official Benchmarks & Capability Scores (Green = Leader)
Intelligence Index (Composite)88 / 10097 / 100
SWE-bench Verified (Agentic Coding)84.2%81.9%
GPQA Diamond (PhD-Level Science)82%81.5%
LiveCodeBench (Competitive Coding)N/A80.5%
AIME (Olympiad Competition Math)N/A94.8%
MMLU-Pro (10-Choice Reasoning)91.2%90.8%
HumanEval (Code Synthesis)98.2%97.2%
Terminal-Bench (Agentic CLI Execution)63.5%57.4%
LMSYS Chatbot Arena Elo15201525
2. Token Pricing, Prompt Cache & Throughput Speed
Input Price (per 1M tokens)$15.00 / 1M$2.00 / 1M
Output Price (per 1M tokens)$75.00 / 1M$10.00 / 1M
Cached Input Price (per 1M tokens)$1.500 / 1M$0.100 / 1M
Blended Price (7:2:1 Cached Workload)$11.55 / 1M$1.47 / 1M
Context Window Capacity1M tokens1M tokens
Max Output Tokens128K tokens1M tokens
Output Speed (Tokens / sec)60 tok/s115 tok/s
Time to First Token (TTFT Latency)1.60s (1600 ms)0.85s (850 ms)
3. Official Provider Release Specs, API Quotas & Long-Context Rules
Official API Model ID (SDK)claude-mythos-5-1-20260901models/gemini-4-argon
API Protocol & EndpointAnthropic Messages API + AWS Bedrock + Vertex AIGoogle Gemini API (generateContent) + OpenAI-Compatible SDK
Lifecycle & GA Support WindowActive GA (Guaranteed support through 2028+)Active GA (Guaranteed support through 2028+)
Enterprise Rate Limits (RPM / TPM)4,000 – 10,000 RPM (Tier 4 + Priority Tier) · 4,000,000 – 10,000,000 TPM10,000 – 30,000 RPM (Tier 5 Enterprise) · 4,000,000 – 10,000,000 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$1.5/1M cached read (90% off); 5-min default & 1-hour extended TTLImplicit + 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 Citations + Code Execution Tool + MCP ConnectorsBuilt-in Google Search Grounding + Managed Python Code Execution Sandbox
Official Fine-Tuning SupportCustom Model Tuning via Amazon Bedrock & Prompt DistillationVertex 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 Anthropic Cloud APIManaged Google Cloud API
Safety & Frontier ClassificationAnthropic RSP ASL-2 / ASL-3 Constitutional Safety EvaluatedGoogle 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 LicenseRestricted Frontier Autonomous Cognitive System · Proprietary APIPathways Multimodal Sparse Mixture-of-Experts · 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.