Resources
Guides, tools and honest numbers
The material we wish every buyer read before their first private-AI project — no gating, no fluff.
On-prem vs API break-even calculator
Enter your token volume and hardware budget; get monthly cost, break-even point and a three-year comparison.
Open the calculatorFine-tuning vs RAG: how to choose
The decision framework we use in every assessment — when each approach wins, and when to combine them.
Read the guideLLM quantization, explained
GGUF, AWQ, GPTQ and what Q4 really costs you in quality — with practical hardware pairings.
Read the guideOn-premise vs cloud AI: the real cost comparison
What the per-token price hides, where self-hosting breaks even, and the hybrid pattern most enterprises land on.
Read the analysis