Interactive Tool: AI
AI Inference, Token Usage & Self-Hosting Cost Calculator
Estimate your monthly AI compute bills. Model prompt tokens, completion volumes, user concurrency, and find the exact volume where self-hosting saves 70%+.
AI Token & Self-Hosting Cost Estimator
Model monthly token consumption across commercial APIs and discover the volume threshold where self-hosting dedicated open-source LLMs cuts operational spend.
Total Daily Token Volume: 95.0 Million Tokens/day
Estimated Monthly Spend
Methodology
How this benchmark is calculated
Our diagnostic models are calibrated against audited production telemetry from over 40 high-scale cloud, AI, and SaaS engineering engagements. Rather than relying on generic vendor marketing assumptions, our calculators reflect real-world spot availability, memory fragmentation, token overhead, and DORA velocity baselines.
Frequently asked questions
When monthly volume exceeds approximately 25-50 million tokens per day with steady traffic, self-hosting dedicated GPU instances (A100/H100) with vLLM typically reduces costs by 60–80%.
Self-hosting requires GPU instance leasing (e.g. AWS g5/p4d), storage for model weights, and SRE monitoring. Our calculator factors in all infrastructure overhead.
We run in-depth architectural and cloud spend reviews
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