10/27/2026
Seeing a lot of DeepSeek posts on X that feel incomplete or just off.
One part is usually fair: their list API prices really are much lower than OpenAI and Anthropic for similar work. Cache-miss prices around $0.28 in / $0.42 out per million tokens. That part holds up.
Where it goes sideways is when people mash three different things into one viral chart:
- assumed GPU lease cost (like that $2/H800-hour in the Day 6 write-up)
- theoretical profits if every token sold at old R1 list prices
- what customers actually pay today
That famous "huge margin" math was theoretical. DeepSeek said actual revenue was much lower. And old R1 charts from early 2025 keep getting treated like today's reality.
So: "DeepSeek is dirt cheap on list price" — mostly real.
"They crushed OpenAI on cost and profit because of that one report" — usually oversold.
This is education, not investment advice.
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