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"It just doesn’t math."
I keep seeing this take. But why run AI on your own hardware?
Because for many of us, the cloud just doesn’t math either. Personally, I replaced all my Claude + Codex usage with DeepSeek-v4-Flash running locally on two DGX Sparks.
For reference: $8,000 spent on the Claude Sonnet API would currently buy you roughly 800 million output tokens — about 5 months of continuous generation at 60 tokens/sec.
The "It just doesn't math" claim: "For $8000 + electricity you could get over 4 years of Claude Max $200/mo sub plans, which would give you more Sonnet usage than your local setup."
Who says Claude Max stays at $200/mo? They’re literally losing money on every sub right now — this price won’t last. They also nerf the limits constantly, & you’re STILL rate-limited even on the top tier.
I know you can’t run actual Sonnet locally. That’s not the point.
The point is: for my workflows, the local models I can run are good enough to fully replace it. A lot of people (including me) simply prefer not to send work through certain cloud providers, whether for privacy, trust, or other reasons.
So the real question is: if the hardware can replace what you’re already paying for in API costs, is $8k justifiable? For me, it absolutely is.
Plus… you actually own it.
You don’t like owning things?
Scary times. I don’t see it going anywhere but up. In Australia they are starting to sell out. Yesterday Computer Alliance had ten in stock, this morning they have 3….
This aged well.
You could’ve bought a DGX Spark for $3500-4000, and Codex's $200 plan was actually pretty generous.
3 month later we have a 64 GB DGX Spark retailing for $4950, the 128 GB retailing for $6950, and a new $500 Codex plan.
How will it look like in 1 year from now?
@Al073104847030@cybersec@MiaAI_lab Nice just ordered two from Computer Alliance. Called yesterday they said they had ten. Ten were showing on their eBay listing but today it’s down to 5. I think they all sold out by the end of the week. Wild times