As of 2018, the potential to accomplish big things with AI seemed boundless.  In 2025, there are some indicators that AI may be approaching its peak  of its comprehension abilities when it comes to unstructured data. It is a different story when it comes to what AI can do with structured (web-based) data.

As it pertains to For Every Idea LLC Products and Services, we are starting to accelerate the development of brand new (to us About) digital storefront products and services. We have been relentless in testing different ways to develop AI Prompts with industry standard (machine readable) file formats to deliver minimally viable products onDemand. So far, we have found that machine readable software requirements that are structure with industry standard specification (idea museum  API specification model-asset-tag for operational Azure cloud solution) can produce industry standard (oAuth) Secured Web API interfaces. We have of course used AI to make conversational AI explainers about our lean approach to exponential scalability.

Our approach is strategically reusable for any web-based technology so that we can implement (on Demand)

1. implement millions of tiny improvements;
2. seamlessly integrate with emerging technologies; 
3. dynamically include sound and reasonable AI authored content; and
4. continuously incorporate subsequent "AI Ready" Data Inputs.