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AI Benchmark & Model Economics Category•100% Real Published Rates

Frontier AI Model Benchmarks & Inference Token Economics

Independent, auditable actuarial comparisons of leading AI models, coding agents, and dedicated GPU clusters. Calculate exact monthly spend with verified token pricing ($/M tokens), prompt caching savings, and break-even crossover analyses.

Total Comparisons
5 Core Models
Pricing Basis
Published Rates
Context Window
Up to 1M Tokens
Math Simulator
Client Sandbox
Frontier Coding & ReasoningVerified

Claude 3.7 Sonnet vs GPT-4o

Comprehensive actuarial comparison of Anthropic Claude 3.7 Sonnet vs OpenAI GPT-4o analyzing real pricing ($3/$15 vs $2.50/$10 per million tokens), SWE-bench coding accuracy, prompt caching economics, and hybrid reasoning budgets.

Models Evaluated
Claude 3.7 Sonnet$3/M
GPT-4o (Omni)$2.5/M
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High-Throughput & Low-CostVerified

Gemini Flash vs GPT-4o-mini vs Haiku

Actuarial evaluation of high-throughput enterprise LLMs: Google Gemini 2.5 Flash ($0.075/$0.30/M) vs OpenAI GPT-4o-mini ($0.15/$0.60/M) vs Anthropic Claude 3.5 Haiku ($0.80/$4.00/M), covering 1M context processing, TTFT latency, and monthly batch API costs.

Models Evaluated
Gemini 2.5 Flash$0.075/M
GPT-4o-mini$0.15/M
Claude 3.5 Haiku$0.8/M
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Reasoning & Mathematical ModelsVerified

DeepSeek-R1 vs o3-mini vs Claude Thinking

Comprehensive FinOps benchmark of dedicated reasoning models: DeepSeek-R1 ($0.55/$2.19/M) vs OpenAI o3-mini ($1.10/$4.40/M) vs Claude 3.7 Sonnet Extended Thinking ($3/$15/M). Includes self-hosting vs API break-even analysis.

Models Evaluated
DeepSeek-R1 (API)$0.55/M
OpenAI o3-mini$1.1/M
Claude 3.7 (Extended Thinking)$3/M
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Developer AI ToolingVerified

Copilot vs Cursor vs Claude Code

Authoritative enterprise evaluation of AI developer tools: GitHub Copilot ($19-$39/user/mo) vs Cursor IDE ($20-$40/user/mo) vs Anthropic Claude Code (API consumption ~$25-$60/dev/mo), covering multi-file agentic refactoring, indexing speed, and team ROI.

Models Evaluated
GitHub CopilotFlat / Dedicated
Cursor IDEFlat / Dedicated
Claude Code (CLI Agent)$3/M
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Infrastructure & GPU TCOVerified

Self-Hosted LLMs vs Cloud APIs

Comprehensive datacenter FinOps modeling comparing self-hosted open-weights models (Llama 3.3 70B & DeepSeek-V3 on 8x NVIDIA H100 nodes at $18.40/hr) against proprietary cloud APIs (OpenAI GPT-4o & Claude 3.5 Sonnet). Pinpoints the exact monthly break-even crossover volume.

Models Evaluated
Dedicated 8x H100 SXM5 ClusterFlat / Dedicated
OpenAI GPT-4o (Managed API)$2.5/M
Claude 3.5 Sonnet (Managed API)$3/M
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SWE-bench Leader

Claude 3.7 Sonnet vs GPT-4o Token TCO

Side-by-side coding benchmarks, prompt caching read economics ($0.30/M), and thinking token costs.

Frontier AI ReasoningExplore
1M Context

Gemini 2.5 Flash vs GPT-4o-mini vs Haiku

Evaluate $0.075/M input pricing, 1M context window processing, and enterprise batch extraction economics.

High-Throughput ModelsExplore
AIME Math 97%

DeepSeek-R1 vs OpenAI o3-mini Reasoning

Actuarial comparison of open-weights MoE reasoning at $2.19/M output vs o3-mini and Claude thinking budgets.

Math & Logic ModelsExplore
GPU Cluster Math

Self-Hosted H100 Cluster vs Cloud API TCO

8x NVIDIA H100 GPU rental ($18.40/hr) vs managed Cloud API crossover threshold (~2.19B tokens/mo).

GPU InfrastructureExplore