Two flowcharts comparing the manual retail execution gap with the automated AI visual audits flow using TradeEye.

Shelf Health as a KPI: How AI Visual Audits Are Changing Retail Execution

Millions are spent every year on trade marketing, premium display slots, and elaborate planograms. Yet, walk into any major retail outlet, departmental store, or local grocery hub, and the reality on the ground tells a different story. The reality on the shelves rarely matches the strategy designed in the boardroom. Out-of-stock items, misplaced products, and […]

Comparison diagram showing LLM vs. SLM highlighting differences in power, efficiency, cost, and use cases.

Efficiency vs. Power: LLMs and SLMs in Perspective

Efficiency vs. Power: LLMs and SLMs in Perspective   Two paradigms of today’s AI ecosystem, Large Language Models and Small Language Models, are shaping the trajectory of machine language. In the rapidly evolving AI landscape, the debate over LLM vs SLM has shifted from pure capability to strategic efficiency. While Large Language Models continue to […]

Diagram showing small AI models learning from large datasets through knowledge distillation

Training Small Models with Big Data: A Paradox Explained

Training Small Models with Big Data: A Paradox Explained   Training small language models with big data may sound contradictory at first. Modern AI often follows the idea that bigger is better, with billions of parameters and massive datasets. Yet small language models (SLMs) are built for limited devices and tighter budgets. Despite their size, […]