The iMerit Blog

From casual to cultured, the iMerit blog tackles a wide array of topics related to security, expertise, and flexibility in the Artificial Intelligence and Machine Learning data-enrichment marketplace.

Aug 8, 2025

Top 7 Tools for Multi-Sensor Fusion Annotation

Training perception systems for autonomous vehicles, robotics, and drones requires more than just labeling images or point clouds in isolation.

Aug 8, 2025

Top 5 Tools for 3D Point Cloud Annotation

3D point cloud annotation is no longer a niche task; it’s a mission-critical process powering perception systems in autonomous vehicles,

Aug 8, 2025

Helping Specialists Work Smarter, Not Longer: Introducing the Guidelines Assistant

In high-stakes data labeling environments, whether it’s annotating video for autonomous vehicles or segmenting medical images, the clear and consistent

Aug 6, 2025

Top Annotation and Data Service Providers for Clinical Trial and RWE AI in 2025

As pharmaceutical and biotech companies increasingly adopt AI for clinical trial optimization, treatment response evaluation, and post-market surveillance, one critical

Aug 6, 2025

What are the Main Challenges in Implementing RLHF for LLMs?

Large language models (LLMs) have revolutionized AI applications, yet their raw outputs miss the nuanced judgment humans expect. Reinforcement Learning

Aug 4, 2025

Turning Real World Data Into Actionable AI: Real Challenges and Real Solutions for Pharmaceutics and Life Sciences

Explore how iMerit helps pharma and life sciences teams overcome data fragmentation, regulatory hurdles, and multimodal annotation challenges to build clinical-grade AI. From adverse drug reactions to biomarker discovery, see real-world examples of scalable, traceable AI workflows.

Jul 31, 2025

Top Annotation and Data Service Providers for Medical Summarization Models in 2025

Explore the leading data and annotation providers for medical summarization models in 2025. Compare capabilities like specialty expertise, multilingual support, and compliance. Learn why iMerit is the trusted partner for clinical-grade summarization AI.

Jul 30, 2025

3D Point Cloud vs Mesh: How Do They Differ?

The world of 3D data representation offers AI developers two fundamental approaches for capturing spatial information: point clouds and meshes.

Jul 25, 2025

Top Medical Translation & Transcription Data Providers in 2025

Discover the leading data service providers for medical transcription and translation in 2025. Compare capabilities across multilingual support, automation, compliance, and specialty annotation, featuring iMerit as a trusted partner for ambient scribe AI.

Jul 25, 2025

Fine-Tuning Pre-trained 3D Models for Domain-Specific LiDAR Datasets: Strategies and Best Practices

Discover how to fine-tune pre-trained 3D models for domain-specific LiDAR datasets. Learn strategies, tools, and workflows that improve perception in real-world environments like agriculture, mining, and robotics.

Jul 22, 2025

Going Beyond Translation: Lessons in Localizing Ambient Scribe AI for Global Markets

Discover how iMerit supports ambient scribe AI deployment across global healthcare markets. Learn why clinical accuracy demands more than translation, requiring culturally and linguistically tailored annotation workflows.

Jul 17, 2025

Pre-Labeling Automation: Accelerating AI Annotation with Smarter First Drafts

Pre-labeling automation speeds up data annotation by generating AI-powered first drafts. Improve labeling accuracy, reduce costs, and scale your datasets faster with human-in-the-loop workflows and tools like Ango Hub.