Blogs

Human-in-the-Loop (HITL): De-Bugging the Myths Behind Trustworthy AI

As Artificial Intelligence (AI) integrates deeper into everyday life i.e. from autonomous vehicles and satellite imaging to precision agriculture, e-commerce automation, and clinical diagnostics; trust in AI outcomes becomes paramount. In this data-driven era, success hinges not on model complexity alone, but on the integrity of the data feeding these models. Yet, despite the critical […]

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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 […]

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How Video Annotation Transforms Surveillance into Situational Awareness for Real-Time AI

Quick Overview This blog explores how AI video annotation transforms traditional surveillance into intelligent, real-time situational awareness systems. It highlights the crucial role of high-quality annotation in training AI models for security applications and explains how NextWealth’s Human-in-the-Loop (HITL) approach ensures accuracy and context in surveillance AI. Key points include: Introduction In an age where […]

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Reducing Computer Vision Errors with Precision: The Role of Polygon Annotation

Introduction Computer vision is transforming the way industries operate — from autonomous vehicles navigating urban streets to AI-powered diagnostics revolutionizing healthcare. However, even the most advanced computer vision AI models face a persistent challenge- False Positive.  False positives — instances where AI detects something that isn’t there — can have serious consequences, from triggering unnecessary […]

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How Human-in-the-Loop Enhances Accuracy in Computer Vision Systems

Quick Overview This blog highlights the significance of Human-in-the-Loop (HITL) in boosting computer vision accuracy. It delves into how HITL methodologies enhance AI model performance by incorporating human validation during the training and annotation stages. The integration of human expertise mitigates errors, reduces bias, and ensures the accuracy of computer vision systems in complex applications. […]

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3D Cuboid Annotation: Enhancing AI with Depth Perception 

Quick Overview This blog explores the transformative role of 3D cuboid annotation in enhancing AI’s spatial understanding. It emphasizes how transitioning from 2D to 3D annotation improves model accuracy by capturing depth, orientation, and context, making AI more aware of its environment. Key points include: Introduction In the rapidly evolving domain of artificial intelligence (AI), […]

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HITL – The Secret Sauce for Your Computer Vision Models

Why the Future of Vision AI Belongs to Human-in-the-Loop Systems In the fast-evolving world of AI, computer vision models have become indispensable. From autonomous vehicles and medical diagnostics to retail analytics and industrial inspection, they’re reshaping how machines perceive and respond to the visual world. But as the stakes grow, so do the expectations for […]

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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, […]

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Semantic Segmentation: The Cornerstone of Visual AI!!

In today’s AI-driven world, the ability to perceive and interpret complex visual scenes is no longer a futuristic ambition—it’s a foundational need. Whether it’s autonomous vehicles navigating chaotic city roads or medical systems pinpointing anomalies in scans, the demand for precise, contextual visual understanding is rapidly growing. At the heart of this capability lies a […]

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How AI is Bridging the Opportunity Gap in Small Towns and Putting Them on the Global Map

Quick Overview This blog explores how Artificial Intelligence (AI) is bridging the opportunity gap in small towns, creating new job roles, and empowering local talent to compete on a global scale. It highlights how AI is transforming small-town economies by providing access to global markets, creating remote work opportunities, and upskilling youth. Key points include: […]

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GenAI Is Evolving Fast — Why Human-in-the-Loop (HITL) Support Is More Critical Than Ever

Generative AI is in its most explosive phase yet—not just growing, but mutating. We’re no longer talking just about transformer models and text generation. In 2025, the GenAI world is buzzing with Mixture of Experts (MoE) models, self-rewarding agents, retrieval-augmented reasoning, and yes—even hybrid innovations like transfusion models. But amid all this buzz and breakthrough? […]

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Data Annotation and Labelling – How HITL Enhances Accuracy in AI Model Development

Quick Overview This blog emphasizes the critical role of data annotation and labelling in the development of accurate AI models, focusing on the integration of Human-in-the-Loop (HITL) methodologies. It explores how HITL enhances AI accuracy by providing human oversight during the annotation process, mitigating errors, and ensuring the integrity of complex AI applications. Key points […]

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NextWealth featured in Everest’s Impact Sourcing Market Report 2024

The 2024 Everest Group report highlights impact sourcing as a strategic talent model fostering inclusivity and business resilience. It emphasizes how firms like NextWealth are central to this ecosystem, offering scalable IT and AI/ML solutions while generating employment in underserved communities. By creating over 5,000 jobs across small towns, NextWealth exemplifies how social impact and […]

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Dr. Sridhar Mitta Receives Lifetime Achievement Award for Pioneering Technology, Innovation, and Entrepreneurship

Quick Overview This blog celebrates Dr. Sridhar Mitta’s lifetime achievements in technology, innovation, and entrepreneurship. It explores his journey from being Wipro’s employee to co-founding NextWealth Entrepreneurs and his contributions to shaping India's IT industry. Key points include: Dr. Mitta played a key role in Wipro’s growth, notably through the introduction of innovative models like […]

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NextWealth: Bridging the Urban-Rural Divide Through Impactful Technology

The genesis of NextWealth in 2010 stemmed from a desire to blend technological prowess with social good, creating opportunities in underserved regions. Dr. Mitta emphasized the strategic advantage of starting the Indian IT industry without legacy constraints, enabling the adoption of cutting-edge technologies and fostering partnerships. His motivation for NextWealth was rooted in leveraging his […]

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