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AI Model API vs Self-Hosted: 2026 Cost Comparison

AI Model API vs Self-Hosted: 2026 Cost Comparison


The Tradeoff

  • API: Pay per use, no maintenance, latest models
  • Self-host: Control, no per-request costs, but hardware + ops

API Costs (cloud)

ModelInput/1MOutput/1M100K requests/mo
GPT-4o$2.50$10.00$625
Claude 4$15.00$75.00$4,500
Gemini Flash$0.30$2.50$140

Self-Hosted Costs (one-time)

ModelGPU NeededHardware CostMonthly Electricity
Llama 3.3 70BA100 80GB~$15K~$200
DeepSeek R1 671B8x H100~$100K~$1,500
Qwen 2.5 72BA100 80GB~$15K~$200

Break-Even Analysis

Self-hosting makes sense when:

  • 50K requests/month for premium models

  • Need data privacy (can’t send to API)
  • Need custom fine-tuned models

API makes sense when:

  • Starting out
  • Variable traffic
  • Need latest models

Our Recommendation

  • Start: API (pay as you go)
  • Scale: Evaluate self-host at 100K+ requests
  • Privacy-sensitive: Self-host from day one