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.
Oct 10, 2025
The Modular Pipeline: Solving Key Challenges in AV Perception
In 2022, the global autonomous vehicle (AV) market was valued at USD 1.5 trillion. By 2030, it is projected to
Dec 19, 2025
Policy-as-Code for AI: Turning Guidelines into Enforceable Checks
Imagine an AI team halfway through developing a high-stakes system. For an autonomous vehicle company, it might be a perception
Dec 18, 2025
Chain of Thought Reasoning: Enhancing AI’s Logical Thinking
Large language models (LLMs) can generate impressive responses, but their reasoning processes lack transparency. When a model produces an answer,
Dec 12, 2025
Unlocking the Power of 2D-3D Sensor Fusion Labeling for Advanced Autonomous Mobility
Explore the diverse sensor fusion labeling use cases to advance autonomous mobility and the benefits of outsourcing data annotation needs.
Dec 11, 2025
AI-Powered Sourcing for Medical AI: How iMerit’s Healthcare Scholars Combine Skill and Precision
In medical AI, the difference between a good model and a clinically deployable one often comes down to who labels
Dec 10, 2025
Top Medical Expert Annotation Service Providers in 2026
Top medical expert annotation services in 2026 to help build accurate, compliant, and clinically reliable healthcare AI.
Dec 10, 2025
Top Annotation & Validation Services for Regulatory-Grade Medical AI (2026)
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.
Dec 10, 2025
From Data to Documentation: Solving the Hidden Challenges of Regulatory AI in MedTech
MedTech AI teams face hidden data and documentation hurdles in FDA and MDR approval. Learn how iMerit helps build audit-ready, compliant workflows.
Dec 8, 2025
Evaluating AI Data Vendors: A Safety, Trust, and Quality
Many AI projects stumble not because of flawed models, but because of the data they’re built on. Yet most enterprises
Dec 5, 2025
Understanding Model Drift in ML Systems
Machine learning systems live in a changing environment. An ML system trained up and ready to go may give great
Dec 4, 2025
Why Gold Standard Evaluation Sets Are the Key to Reliable Enterprise AI Evaluation
Enterprises rely more than ever on AI to make decisions, automate tasks, and improve efficiency. However, even the most advanced
Dec 1, 2025
What is Financial Data Annotation?
Financial institutions process millions of data points daily, from transaction records and market feeds to loan applications and compliance documents.
Nov 27, 2025
Ango Hub Copilot: Bringing Intelligent Assistance Into Annotation Workflows
Discover how Ango Hub Copilot accelerates annotation workflows with AI assistance, schema-aware guidance, and human-in-the-loop control.
