Cloud claims lower emissions; dedicated hosting claims transparency. The truth depends on grid mix and utilisation - measured numbers for UK hosting.
LLM inference is expensive enough that it changes SaaS unit economics materially. Modelling cost per user and gross margin honestly.
AI consultants running client projects on a shared dedicated GPU can maintain 70%+ margins. Here's how the economics work.
Cloud GPU SLAs are looser than people realise. Noisy neighbours and spot preemption have a real cost that dedicated hosting…
Spot cloud GPUs advertise 40-60% savings but preemption handling, cold starts and SLA gaps close the gap. Here is the…
A working framework with tables, formulas and worked examples for deciding when self-hosting on a Blackwell 16GB card beats paying…
Squeezing Codestral 22B onto Blackwell 16GB - monthly throughput, what it costs versus the Codestral API, when it pays back.
A precise ranking of pounds-per-GB across the GigaGPU lineup at the 16GB tier - where the 5060 Ti often wins…
Reasoning models emit long thinking traces. What that does to monthly token economics on Blackwell 16GB, and why self-hosting flips…
Serving Gemma 2 9B on Blackwell 16GB - detailed breakdown against Gemini Flash API and other alternatives.
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