DeepSeek inference economics: sizing the GPU fleet behind its ARR
Rather than chasing “Singapore compute” or “subsidy” conspiracy theories, this cluster turns to back-of-envelope inference economics under public pricing and throughput. teortaxesTex and cneuralnetwork use price, throughput and load assumptions to back out roughly how many inference GPUs DeepSeek needs to support a given revenue scale—and why high-end compute assets stay expensive.
The key estimates
The more optimistic scenario, from cneuralnetwork and teortaxesTex: at 10K tokens/s/GPU and $0.28 per million tokens, a single GPU earns about $88.3K/year. That implies only 5,662 GPUs for $500M ARR; using current V4 pricing and speed, reaching $8B ARR would need on the order of 100K inference GPUs at peak load (≈11.5 quadrillion tokens).
A more conservative line rests on what teortaxesTex calls bundle cost: if it maps to roughly 1,000–2,000 seconds of GPU time at peak load, per-GPU annual revenue is about $28K–$55.7K, corresponding to 9,000–18,000 GPUs (≈1–2 clusters). Extrapolated, 1M GPUs maps to a revenue scale on the order of $88.3B.
Why compute assets stay expensive
teortaxesTex ties this revenue model to hardware prices, arguing that a smuggled 8×B300 server priced at $1M is “reasonable,” because under these inference economics compute itself is priced like a “money printer” and GPUs remain extremely scarce.
Overall, the cluster offers no DeepSeek official figures, only rough public-parameter ranges: depending on utilization assumptions, the implied GPU fleet runs from the low thousands to the 100K range—underscoring how acutely sensitive inference economics are to price, load and capex.
2026-07-15 ~ 2026-07-15 · 8 related posts
Primary sources
- The Economics of DeepSeek Inference — cneuralnetwork ·
- DeepSeek Might Need 100k GPUs to Hit ARR Target — teortaxesTex ·
- Estimating Compute Revenue and GPU Scale — teortaxesTex ·
- [source] DeepSeek Might Need 100k GPUs to Hit ARR Target — teortaxesTex · 2026-07-15
- [source] The Economics of DeepSeek Inference — cneuralnetwork · 2026-07-15
- Analysis of DeepSeek's Compute Costs and Revenue Model — teortaxesTex · 2026-07-15
- A Rough Calculation of DeepSeek's Compute Revenue — teortaxesTex · 2026-07-15
- Black Market Prices for B300 Servers Remain Firm — teortaxesTex · 2026-07-15
- The Astonishing Scale of GPUs in the Inference Economy — teortaxesTex · 2026-07-15
- [source] Estimating Compute Revenue and GPU Scale — teortaxesTex · 2026-07-15
1 near-duplicate retellings: teortaxesTex