⚡ CLOSED PROPRIETARY VS OPEN FRONTIER

GPT-5.6 vs DeepSeek V4

OpenAI’s GPT-5.6 Sol family commands the enterprise standard. But DeepSeek V4’s open architecture running on unthrottled hosted GPUs is delivering comparable intelligence at blinding speeds. Here is what the telemetry shows.

Metric / Attribute 🌐 OpenAI GPT-5.6 🚀 DeepSeek V4
Standard API Throughput 45 – 70 tok/s 90 – 140+ tok/s (Hosted)
P95 Latency Spikes 8 – 15s (Traffic contention) Consistent (< 2s)
Cost per 1M Output Tokens $15.00 – $30.00 $0.28 – $0.95 (Fractional)
Deployment Freedom Locked to OpenAI API & Azure Any Cloud, On-Prem, or Local
Rate Limit Risk Severe TPM / RPM throttling Unlimited on dedicated compute
Best Use Case Enterprise legacy compliance High-throughput agentic automation
📊 INDUSTRY INTELLIGENCE VS COST AUDIT Source: Artificial Analysis on X ↗

DeepSeek V4 Dominates the "Most Attractive" Efficiency Quadrant

Independent tracking by Artificial Analysis demonstrates the staggering compute gap: DeepSeek V4 Flash sits squarely in the green "Most Attractive Quadrant" at roughly ~$0.025 per task, while GPT-5.6 Sol ($1.10/task) charges a massive proprietary premium for comparable downstream performance.

Artificial Analysis Intelligence Index vs Cost per Task 2026 - GPT-5.6 vs DeepSeek V4

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