Author: Indranil
-
Top 5 Challenges in eCommerce Product Categorization (and How HITL Solves Them)
eCommerce product categorization is the process of organizing products into defined groups such as “Electronics > Mobiles & Accessories > Smartphones & Basic Mobiles > Smartphones”. This helps shoppers easily find what they’re looking for. Product categorization affects search relevance, navigation, recommendation systems, and inventory management. However, considering the thousands of new SKUs added daily,…
-
Choosing Between Data Annotation and Labeling What Your AI Model Really Needs
The global data annotation, labeling, and service market is undergoing explosive growth, valued at ~USD 6.5 billion in 2025, and projected to grow at a CAGR of ~25% over the next five years. Depending on the segment, it is expected to reach 19.9 billion by 2030—source – Mordor Intelligence According to industry reports, up to…
-
How HITL Improves eCommerce Search Relevance
How HITL Improves eCommerce Search Relevance We often think eCommerce search relevance is just another function that helps with product discovery. However, given that eCommerce is a highly competitive industry, search relevance is the function that can make or break a user’s shopping experience. According to a Forrester report, 43% of retail shoppers head directly…
-
Experts-in-the-Loop The Future of High-Precision AI Systems
As we move beyond automation and into augmentation, AI is evolving from task-doer to decision-maker – from detecting diabetic retinopathy to deploying drones that sense wildfires ahead of time yet one principle stands firm: technology is only as precise as the human expertise guiding it; AI systems don’t learn autonomously. They require structured human input,…