What is a CompositeAI model and what problems does it solve?

💣What is a CompositeAI model and what problems does it solve?

Narrow framing — In the context of decision-making scenarios, one of the challenging issues is that different teams build a specific solution for a part of the problem. All teams are correct but inaccurate as their solution addresses a portion of the larger issue. This is generally because of what it is called narrow framing in decision-making, meaning individuals focus too narrowly on a single aspect of the problem.

Hammer-and-nail — Another challenge when it comes to decision-making scenarios and automating those is that teams use their tooling to solve one problem and apply it to other parts of the problem, which is almost always a sub-optimal approach that introduces problems💰⌛in updating and maintaining the solution.

💡A CompositeAI model solves these two problems all together. The CompositeAI model is a composable model that combines multiple techniques of #AI, such as machine learning business rules, optimizations, and data processing, in a unified model that represents the holistic view of the problem.

How does it work?

✨You start with modeling business decisions #decisioncentric
* Decomposing a business decision into smaller and easy-to-understand decision units (e.g. sub-components)
* Establish the relationship between these decision units based on their dependencies
* Identify the required inputs for each individual decision unit
* Determine the Metrics for each of these decision units

The above simple steps create a #DecisionGraph representing the holistic view of the business decisions.

Each of the decision units is different in nature. Some are predictive, some are deterministic, some are probabilistic, and so on. Therefore, based on their nature, you can pick the right technique, such as #BusinessRules #MachineLearning #Optimization or in-memory #data processing, to implement those units. The DecisionGraph brings them to life and executes the model as a whole.

🚀The #DecisionIntelligence platform enables building #CompositeAI that is a composable model combining multiple techniques and technologies in a unified and holistic view to automate a business decision.

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Published September 4th, 2024 at 07:30 am