Open source models are transforming AI from a variable SaaS cost into a strategic capital asset. Discover why owning the weights is the key to Sovereign AI and a 70% reduction in long-term TCO.
At $5 per million tokens with Gemini 2.5 Pro, the context window is no longer a scarcity. It is an asset class. It is time to rethink the true cost of RAG pipelines.
Why selling outcomes vs. selling seats changes your margin profile entirely.
You are not Google. Your moat is your data, not your ability to pre-train Llama-4. We dissect the math of architecture parity and the rise of Outcome-as-a-Service.
If your training loop isn't fault-tolerant, you're paying a 40% 'insurance tax' to your cloud provider. We look at the architectural cost of 30-second preemption notices.
Inference price isn't a fixed cost-it's an engineering variable. We break down the three distinct levers of efficiency: Model Compression, Runtime Optimization, and Deployment Strategy.