How the AI starts thinking

The “Brain” of PlugZero Analytics uses different levels of intelligence depending on how hard the question is.

The Three Layers of Intelligence

Layer 1: Traditional Logic (Fast)

For simple things like “What is the average price?”, we use standard Python code.

• Why?: It’s 100% accurate and takes almost no power to run.

Layer 2: Machine Learning (Patterns)

For finding “Invisible Patterns,” we use the Scikit-Learn library.

• Outliers: We identify anomalous data (weird stuff) using an algorithm called Isolation Forest.
• Themes: We group data into themes using K-Means.

Layer 3: Generative AI (Summaries)

For writing human-like summaries and strategy, we use Gemini 2.0 Flash.

• No Hallucinations: We only give the AI the math results from Layer 1 and 2. It isn’t allowed to guess numbers.
• Privacy: We remove all names and phone numbers before the data is sent to the AI.