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Inference Audit: The First Step to Stop Burning Money in the Cloud

Inference Audit: The First Step to Stop Burning Money in the Cloud

by Javier Elorduy | Feb 13, 2026 | Artificial Intelligence, General

Many AI implementations fail not due to a lack of accuracy, but because of financial leaks in their architecture. We analyse how to perform an inference audit to identify unnecessary API calls, model over-provisioning, and optimize OPEX before costs scale out of...
The New AI KPIs: From the Lab to the Balance Sheet

The New AI KPIs: From the Lab to the Balance Sheet

by Javier Elorduy | Feb 10, 2026 | Artificial Intelligence, General

In the 2026 business landscape, the viability of any Artificial Intelligence project is decided on the financial balance sheet. This article explores the necessary transition from laboratory-based metrics to high-impact performance indicators (KPIs) that transform...
Is your AI truly useful? The strategic value of semantic observability

Is your AI truly useful? The strategic value of semantic observability

by Javier Elorduy | Feb 6, 2026 | Artificial Intelligence, General

In conventional software architecture, success is measured by technical availability. However, in Generative Artificial Intelligence, a fast response does not equate to a quality response. Semantic observability allows for real-time verification of whether the system...
Token Economics: How to Predict AI Costs (and Avoid Billing Surprises)

Token Economics: How to Predict AI Costs (and Avoid Billing Surprises)

by Javier Elorduy | Feb 3, 2026 | Artificial Intelligence, General

Is Generative Artificial Intelligence an operational money pit? Many leaders hesitate to scale their solutions for fear of an uncontrollable bill from OpenAI or Azure. However, in high-level architecture, cost is not an inevitable consequence, it is a design variable...
AI Agent Orchestration: Frameworks vs. Native Code? A Strategic Guide for Business and Tech Leaders

AI Agent Orchestration: Frameworks vs. Native Code? A Strategic Guide for Business and Tech Leaders

by Javier Elorduy | Jan 30, 2026 | Artificial Intelligence, General

AI is not an isolated tool; it is infrastructure In the deployment of Generative AI for enterprises, it is no longer enough to just chat with a machine. We have moved into the era of Agent Systems. When we talk about orchestration, we refer to the invisible...
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