Cost & Pricing
LLM Prompt Caching Economics: When It Pays for Itself
Prompt caching trades VRAM for throughput. The economics depend on cache hit rate and traffic shape. Here is the math.
How to Build an LLM Cost Calculator: The Variables That Actually Matter
Build your own LLM cost calculator that gets the answer right — utilisation, FP8 vs FP16, prefix cache hit rate,…
Cost Per Million Tokens for Self-Hosted vs Hosted LLM Inference
The consolidated cost-per-million-tokens reference — every popular model, every popular hosted API, every dedicated GPU we rent.
GPU vs API Cost Comparison: When Self-Hosting Pays Back
Side-by-side cost comparison of dedicated GPU rental vs major hosted AI APIs, with break-even token volumes for the most common…
AI Budget Planning: From Pilot to Production at Scale
How to budget for an AI deployment year-on-year — pilot phase, production phase, scale phase. With realistic numbers per team…
Dedicated GPU Rental vs On-Prem Hardware Buyout: The ROI Math
Should you rent a dedicated GPU monthly or buy the hardware outright? Real ROI math across 1, 2, and 3…
Eight AI Cost Optimization Techniques for Self-Hosted Inference
Concrete cost-reduction techniques for self-hosted AI workloads — from FP8 quantisation to prefix caching to multi-LoRA serving — with the…
RTX 4090 24 GB Self-Hosted vs Together AI: When Each One Wins
If you are deciding between renting an RTX 4090 24 GB and paying Together AI per token for the same…
RTX 4090 24 GB Dedicated vs RunPod: Per-Second vs Per-Month, Run the Math
RunPod offers RTX 4090 by the second. GigaGPU offers it by the month. Which is cheaper for your specific workload?…
Cost Per 1M Tokens for Llama 3 Self-Hosted: 8B and 70B Across Every GPU
Real cost-per-million-tokens numbers for self-hosting Llama 3.1 8B and Llama 3.3 70B on every GPU in our catalogue, including the…
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