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Dev.to
Dev.to
6/23/2026
AI model cost chart shows

AI model cost chart shows

Original: The Open-Model Cost Chart Everyone's Sharing Is API Prices. Here's What Self-Hosting Actually Gets You (Measured)

Short summary

A widely-shared chart comparing AI models on cost versus capability uses API pricing, not self-hosting costs—a crucial gap. Running on consumer GPUs limits you to models one tier below the chart's best open options, with hard VRAM constraints and steep long-context latency. But self-hosting still wins: data privacy, offline operation, fine-tuning control, and stable versions matter more than cost-per-token—practical sweet spots are 12B on 11GB GPU or 27B on 24GB GPU.

  • Popular AI cost charts show API pricing, not consumer GPU self-hosting reality
  • Consumer GPUs run models one tier below chart winners; VRAM and long-context latency are hard constraints
  • Self-hosting value is privacy, control, and stability—not cost; 12B/11GB or 27B/24GB are practical sweet spots

Generated with AI, which can make mistakes.

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