· Strategy
The ROI of Edge AI: Shifting Inference from Cloud to Prosumer Hardware
The economic case for deploying local LLMs to eliminate API costs and latency. Why relying entirely on cloud inference is a massive tax on your margins.
Tag: Economics
· StrategyThe Valuation of Open Weights: The Intelligence Supply Chain
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.
· StrategyThe Context Window ROI: Why RAG is a Tax on Reasoning
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.
· StrategyAgency as a Service: The New Unit Economics of AI
Why selling outcomes vs. selling seats changes your margin profile entirely.
· StrategyThe Build vs Buy Trap for Foundational Models
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.
· StrategySpot Market Arbitrage for AI: The Economics of Fault Tolerance
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.