Blog

Keep up to date with our news

Blog

Practical info about ethical data labeling, model validation, and building better datasets

Computer vision & Datasets

Our new article breaks down the 3 most common ways synthetic data breaks AI models, from amplifying hidden biases to triggering severe model drift and details the actionable HITL workflows your team needs to prevent these critical and costly synthetic data pitfalls.
CategoriesComputer vision

3 Ways Synthetic Data Breaks Models and How Human Validators Fix Them

CategoriesComputer vision by Yuliia Tatarets
Human-in-the-Loop experts validating diagnostic AI model outputs in a healthcare setting.
CategoriesComputer vision

Preventing Diagnostic Errors in Healthcare AI with Human-in-the-Loop Annotation

CategoriesComputer vision by Elene Peradze
Illustration depicting human and AI collaboration in a data annotation workflow.
CategoriesComputer vision

How Human-in-the-Loop Powers Responsible AI Through Data Annotation

CategoriesComputer vision by Elene Peradze
Human-in-the-Loop annotation preventing AI model collapse, ensuring reliability in 2025.
CategoriesComputer vision

Preventing Model Collapse in 2025 with Human-in-the-Loop Annotation

CategoriesComputer vision by Elene Peradze
Why Synthetic Data Is Taking Over in 2025: Solving AI's Data Crisis
CategoriesComputer vision

Why Synthetic Data Is Taking Over in 2025: Solving AI’s Data Crisis

CategoriesComputer vision by Elene Peradze
Illustrated flowchart of human-in-the-loop video annotation process
CategoriesComputer vision

How HITL Video Annotation Reduces AI Bias in Models (2025)

CategoriesComputer vision by Elene Peradze
Human-in-the-loop annotation powering AI-based driver monitoring systems in next-gen vehicles
CategoriesComputer vision

How Human-in-the-Loop Annotation Improves Driver Monitoring

CategoriesComputer vision by Elene Peradze
Best AI training datasets for machine learning in 2025 - free and paid datasets
CategoriesComputer vision

Best AI Training Datasets for Machine Learning & Deep Learning (2025 Guide)

CategoriesComputer vision by Elene Peradze
Description of the Things You Need to Know About Live Monitoring in Data Annotation
CategoriesComputer vision

5 Things You Need to Know About Live Monitoring in Data Annotation

CategoriesComputer vision by Elene Peradze
Comparison of AI-generated transcription and human error corrections in medical transcription
CategoriesComputer vision

Human Input in Medical Transcription: Services & Careers

CategoriesComputer vision by Elene Peradze
CategoriesComputer vision

5 Data Annotation Trends to keep an eye on in 2025

CategoriesComputer vision by Elene Peradze
CategoriesComputer vision

AI & Sustainability: Pioneering a Greener Future

CategoriesComputer vision by Yuliia Tatarets
The feature image to the blog article Revolutionizing Medical AI The Power of Expert Data Annotation
CategoriesComputer vision

Revolutionizing Medical AI: The Power of Expert Data Annotation

CategoriesComputer vision by Yuliia Tatarets
The illustration shows work people and HITL robot on diagnosis and treatment
CategoriesComputer vision

The Synergy of Human-in-the-Loop and Medical AI in Diagnosis and Treatment

CategoriesComputer vision by Yuliia Tatarets
Navigating the Landscape of AI Systems with Data Annotation
CategoriesComputer vision

The Role of Human-in-the-Loop: Navigating the Landscape of AI Systems

CategoriesComputer vision by Yuliia Tatarets
The Crucial Role of GDPR-Compliant Data Annotation for the Procurement Persona
CategoriesComputer vision

The Crucial Role of GDPR-Compliant Data AI Annotation

CategoriesComputer vision by Elene Peradze
Optimizing Active Learning with Human-in-the-Loop: Unveiling the Best Query Strategies in Data Sampling
CategoriesComputer vision

Optimizing Active Learning with Human-in-the-Loop: Unveiling the Best Query Strategies in Data Sampling

CategoriesComputer vision by Elene Peradze
Feature image on blog article explaining data annotation to grandmother in simple way
CategoriesComputer vision

Data Annotation Explained to Grandma: Unlocking the Power of Labeled Data in Simple Terms

CategoriesComputer vision by Elene Peradze
Feature image in blog article Unraveling Data Edge Cases: Enhancing Fire Monitoring with AI
CategoriesComputer vision

Unraveling Data Edge Cases: Enhancing Fire Monitoring with AI

CategoriesComputer vision by Elene Peradze
Feature image in blog article How AI Transforms Smart Cities: Data Annotation’s Role
CategoriesComputer vision

How AI Transforms Smart Cities: Data Annotation’s Role

CategoriesComputer vision by Elene Peradze
The image in the blog article related to AI Standard Supervised Learning by Humans in the Loop
CategoriesComputer vision

How do you build Human-in-the-Loop AI pipelines using active learning ?

CategoriesComputer vision by Elene Peradze
Feature image in the blog article "25 use cases for computer vision with a human in the loop"
CategoriesComputer vision

25 use cases for computer vision with a human in the loop

CategoriesComputer vision by Elene Peradze
The image in the blog article related to a Human in the Loop approach
CategoriesComputer vision

How to build your human-in-the-loop pipeline: a step-by-step guide

CategoriesComputer vision by Elene Peradze
Feature image in the blog article "4 things to look for when choosing a human-in-the-loop provider"
CategoriesComputer vision

4 things to look for when choosing a human-in-the-loop provider

CategoriesComputer vision by Humans in the Loop
Engage with Industry Experts in our Captivating Webinars to Unveil the Realm of Artificial Intelligence

"Webinar" series

Feature image for a webinar where Gavril Gavrilov and Robert Monarch talked about Keeping Humans in the Loop
CategoriesWebinar

Episode 1 – Keeping Humans in the Loop ft. Robert Monarch and Gary Gavrilov

CategoriesWebinar by Elene Peradze
Feature image for a webinar where Clarisse Fenart and Gavril Gavrilov talked about How to achieve safe and trustworthy AI with a Human in the Loop
CategoriesWebinar

Episode 2 – How to achieve safe and trustworthy AI with a Human-in-the-Loop ft. Gary Gavrilov and Clarisse Fenart

CategoriesWebinar by Elene Peradze
Feature image for a webinar where Hester Gartrell and Gavril Gavrilov talked about Bridging the Gap The Intersection of Social Enterprise and Data Annotation
CategoriesWebinar

Episode 3 – Bridging the gap: the intersection of social enterprise and data annotation

CategoriesWebinar by Elene Peradze
Feature image for a webinar where Tess Valbuena and Otto Debals talked about the intricacies of Generative AI, collaboration, and ethical considerations in data annotation.
CategoriesWebinar

Episode 4 – Annotation best practices for computer vision

CategoriesWebinar by Elene Peradze
Feature image for a webinar where Tess Valbuena and Morgan Scheurman talked about an inclusive, ethical, and socially responsible approach to artificial intelligence
CategoriesWebinar

Episode 5 – Unpacking the Influence of HITL Workers’ Identities

CategoriesWebinar by Yuliia Tatarets
Social Impact report 2023
CategoriesWebinar

Episode 6 – Social Impact Report 2023

CategoriesWebinar by Elene Peradze
CategoriesWebinar

Episode 7 – AI and Thermography

CategoriesWebinar by Elene Peradze
The cost of bad data why accurate data labeling is critical for AI success
CategoriesWebinar

Episode 8 – The cost of bad data

CategoriesWebinar by Yuliia Tatarets
CategoriesWebinar

Episode 9 – Social Impact Report 2024

CategoriesWebinar by Yuliia Tatarets
Humans in the Loop webinar on AI-powered lead generation and outreach strategy 2025
CategoriesWebinar

Episode 10 – Building a scalable lead gen funnel

CategoriesWebinar by Elene Peradze
Featured image for the blog article 8 Stories That Made a Difference
CategoriesWebinar

Building Ethical AI with Humans in the Loop: 8 Years, 8 Stories of Impact

CategoriesWebinar by Elene Peradze
How do you build a brand that matters without losing sight of your mission? That was the heart of our recent masterclass with Iva Gumnishka, founder of Humans in the Loop.
CategoriesWebinar

Masterclass for social entrepreneurs: building a strong brand

CategoriesWebinar by Yuliia Tatarets
Yearly reviews of the best labeling platforms on the market

"Best labeling platforms" series

Supervisely screen recording dot annotation
CategoriesBest labeling tools

The best image annotation platforms for computer vision: an honest review

CategoriesBest labeling tools by Humans in the Loop
Superannotate screen recording
CategoriesBest labeling tools

Looking for an image labeling tool? Check out our top favorite platforms

CategoriesBest labeling tools by Humans in the Loop
Darwin V7 Automated Polygon GIF Formula One Cars
CategoriesBest labeling tools

Top 4 Annotation Tools for Computer Vision

CategoriesBest labeling tools by Humans in the Loop
Image in the blog article 10 of the best open-source annotation tools for computer vision
CategoriesBest labeling tools

10 of the best open-source annotation tools for computer vision

CategoriesBest labeling tools by Humans in the Loop
Deep dives into some of our favorite annotation tools

"Tools we love" series

Supervise.ly bounding boxes annotation
CategoriesTools we love

Tools we love Vol.1: Supervise.ly

CategoriesTools we love by Humans in the Loop
TrainingData.io Covid annotation
CategoriesTools we love

Tools we love Vol. 2: TrainingData.io

CategoriesTools we love by Humans in the Loop
Superannotate screenshot
CategoriesTools we love

Tools we love Vol. 3: Superannotate

CategoriesTools we love by Humans in the Loop
Hasty.ai Cupcake bounding box annotation screenshot
CategoriesTools we love

Tools we love Vol.4 : Hasty.ai

CategoriesTools we love by Humans in the Loop
Picterra detection screenshot
CategoriesTools we love

Tools we love Vol.5: Picterra

CategoriesTools we love by Humans in the Loop
Segments.ai object detection screenshot
CategoriesTools we love

Tools we love Vol. 6: Segments.ai

CategoriesTools we love by Humans in the Loop
Diffgram bounding box annotation
CategoriesTools we love

Tools we love Vol.7: Diffgram

CategoriesTools we love by Humans in the Loop
Kili technology ocr transcription screenshot
CategoriesTools we love

Tools we love Vol.8: Kili Technology

CategoriesTools we love by Humans in the Loop
Darwin by V7 labs annotation detection screenshot
CategoriesTools we love

Tools we love Vol.9: Darwin

CategoriesTools we love by Humans in the Loop
Understand.ai LiDAR annotation with bounding boxes screenshot
CategoriesTools we love

Tools we love Vol.10: Understand.ai

CategoriesTools we love by Humans in the Loop
Image shows Medical data pre-annotated
CategoriesTools we love

Best medical annotation tools for Healthcare AI

CategoriesTools we love by Elene Peradze
Meet our annotators and learn more about our impact

Social impact

Description of the key skills required to work as an annotator
CategoriesImpact

Key Skills for a Career in Data Annotation & Data Work

CategoriesImpact by Yuliia Tatarets
AI-driven data annotation creating job opportunities for refugees in 2025
CategoriesImpact

How AI Will Create Job Opportunities for Refugees in 2025

CategoriesImpact by Yuliia Tatarets
CategoriesImpact

Empowering Job Seekers: How Human Insights Enhance Career Decisions

CategoriesImpact by Yuliia Tatarets
The feature image to the blog article Empowering Refugees: A Digital Journey with FAR and Humans in the Loop Foundation
CategoriesImpact

Empowering Refugees: A Digital Journey with FAR and Humans in the Loop Foundation

CategoriesImpact by Yuliia Tatarets
Feature image of the blog article Bridging the Gap: Empowering Women Through Tech in Moldova
CategoriesImpact

Bridging the Gap: Empowering Women Through Tech in Moldova

CategoriesImpact by Yuliia Tatarets
Feature image for a webinar "PowToon Fueling the Creator economy"
CategoriesImpact

PowToon: Fueling the Creator economy

CategoriesImpact by Yuliia Tatarets
Feature image for a webinar "Bridge to Success: Approaching Job Interviews"
CategoriesImpact

Bridge to Success: Approaching Job Interviews

CategoriesImpact by Yuliia Tatarets
Feature image on a blog article "Guide to navigating the competitive job market step by step with Expert Tips from professional recruiters"
CategoriesImpact

Guide to navigating the competitive job market step by step with expert tips from professional recruiters!

CategoriesImpact by Elene Peradze
Image of a football team after annotation
CategoriesImpact

Demystifying Annotation: Unlocking the Power of Tech

CategoriesImpact by Elene Peradze
Image in blog article Meet Mohamed, Humans in the Loop’s expert of Medical AI
CategoriesImpact

Meet Mohamed, Humans in the Loop’s expert of Medical AI

CategoriesImpact by Elene Peradze
Detailed guides for human-in-the-loop labeling in different industries

"Ultimate guides" series

Feature image in blog article Ultimate Guide for Outsourcing Data Annotation
CategoriesUltimate guides

Ultimate Guide for Outsourcing Data Annotation

CategoriesUltimate guides by Elene Peradze
Free Recycling Dataset
CategoriesUltimate guides

Ultimate guide to image labeling for Recycling AI

CategoriesUltimate guides by Humans in the Loop
Image of a street with pedestrians after annotation
CategoriesUltimate guides

Ultimate guide to video annotation for surveillance AI

CategoriesUltimate guides by Humans in the Loop
The image in the blog article Ultimate guide to video annotation for surveillance AI.
CategoriesUltimate guides

Ultimate guide to surgical video annotation for medical AI

CategoriesUltimate guides by Humans in the Loop
Image of a man doing exercise after annotation
CategoriesUltimate guides

Ultimate guide to keypoint annotation for sports AI

CategoriesUltimate guides by Humans in the Loop
Image of a broken car after annotation
CategoriesUltimate guides

Ultimate Guide to Car Damage Annotation for Visual Inspection AI

CategoriesUltimate guides by Humans in the Loop
Image of newspaper after annotation
CategoriesUltimate guides

Ultimate Guide to Document Annotation for OCR AI

CategoriesUltimate guides by Humans in the Loop
Image of vegetables after annotation
CategoriesUltimate guides

Ultimate Guide to Image Annotation for Retail AI

CategoriesUltimate guides by Humans in the Loop
Unlocking efficiency and precision by exploring top annotation tools

"Best labeling tools" series

Image in the blog article 10 of the best open-source annotation tools for computer vision
CategoriesBest labeling tools

10 of the best open-source annotation tools for computer vision

CategoriesBest labeling tools by Humans in the Loop
Darwin V7 Automated Polygon GIF Formula One Cars
CategoriesBest labeling tools

Top 4 Annotation Tools for Computer Vision

CategoriesBest labeling tools by Humans in the Loop
Superannotate screen recording
CategoriesBest labeling tools

Looking for an image labeling tool? Check out our top favorite platforms

CategoriesBest labeling tools by Humans in the Loop
Supervisely screen recording dot annotation
CategoriesBest labeling tools

The best image annotation platforms for computer vision: an honest review

CategoriesBest labeling tools by Humans in the Loop
Data Annotation Delights: exploring our favorite tools for accurate and efficient annotation

"Tools we love" series

Image shows Medical data pre-annotated
CategoriesTools we love

Best medical annotation tools for Healthcare AI

CategoriesTools we love by Elene Peradze
Understand.ai LiDAR annotation with bounding boxes screenshot
CategoriesTools we love

Tools we love Vol.10: Understand.ai

CategoriesTools we love by Humans in the Loop
Darwin by V7 labs annotation detection screenshot
CategoriesTools we love

Tools we love Vol.9: Darwin

CategoriesTools we love by Humans in the Loop
Kili technology ocr transcription screenshot
CategoriesTools we love

Tools we love Vol.8: Kili Technology

CategoriesTools we love by Humans in the Loop
Diffgram bounding box annotation
CategoriesTools we love

Tools we love Vol.7: Diffgram

CategoriesTools we love by Humans in the Loop
Segments.ai object detection screenshot
CategoriesTools we love

Tools we love Vol. 6: Segments.ai

CategoriesTools we love by Humans in the Loop
Picterra detection screenshot
CategoriesTools we love

Tools we love Vol.5: Picterra

CategoriesTools we love by Humans in the Loop
Hasty.ai Cupcake bounding box annotation screenshot
CategoriesTools we love

Tools we love Vol.4 : Hasty.ai

CategoriesTools we love by Humans in the Loop
Superannotate screenshot
CategoriesTools we love

Tools we love Vol. 3: Superannotate

CategoriesTools we love by Humans in the Loop
TrainingData.io Covid annotation
CategoriesTools we love

Tools we love Vol. 2: TrainingData.io

CategoriesTools we love by Humans in the Loop
Supervise.ly bounding boxes annotation
CategoriesTools we love

Tools we love Vol.1: Supervise.ly

CategoriesTools we love by Humans in the Loop
Get to know the amazing organizations that are part of our NGO network

Partnerships

Annotator from Ukraine being happy while working on the project
CategoriesPartners

HITL announces new partnership in Ukraine: meet Beetroot

CategoriesPartners by Humans in the Loop
Image shows group of annotators at work
CategoriesPartners

HITL announces new partnership in the DRC: meet WarChild

CategoriesPartners by Humans in the Loop
Image of female annotators wearing masks
CategoriesPartners

HITL announces new partnership in Lebanon: meet Techfugees

CategoriesPartners by Humans in the Loop
The image shows HITL annotators at work
CategoriesPartners

HITL announces new partnership in Afghanistan: meet Brightpoint

CategoriesPartners by Humans in the Loop
Image of Roia’s annotators
CategoriesPartners

HITL announces new partnership in Syria: meet Roia

CategoriesPartners by Humans in the Loop
WorkWell and Humans in the Loop
CategoriesPartners

HITL announces new partnership in Iraq: meet WorkWell

CategoriesPartners by Humans in the Loop
The latest from Humans in the Loop

Company news

Tess Valbuena, CEO of Humans in the Loop, speaking at Forbes Bulgaria Innovation Forum 2025 about ethical AI and fair work
CategoriesNews

Tess Valbuena speaks at Forbes Bulgaria Innovation Forum

CategoriesNews by Elene Peradze
Tess Valbuena, took the stage at the UN General Assembly
CategoriesNews

Humans in the Loop Honored at UNGA 2025

CategoriesNews by Yuliia Tatarets
Award ceremony
CategoriesNews

SDG Digital GameChanger Award, Pioneer category

CategoriesNews by Elene Peradze
Feature image in blog article Humans in the Loop Proud to be a Certified B Corp
CategoriesNews

Humans in the Loop Proud to be a Certified B Corp

CategoriesNews by Elene Peradze
Iva Gumnishka, founder and CEO of Humans in the Loop, has won first prize for the Europe region at the Cartier Women’s Initiative Awards. This is a great recognition of the work of Humans in the Loop and its contributions since its creation 5 years ago. The award ceremony was held in Paris on May 10th, 2023.
CategoriesNews

Humans in the Loop wins 1st prize at the Cartier Women’s Initiative awards

CategoriesNews by Elene Peradze
The image shows HITL Doctor
CategoriesNews

Announcing the launch of Doctors in the Loop: a new brand for Medical AI annotation

CategoriesNews by Humans in the Loop
Humans in the Loop Solve MIT Challenge Banner
CategoriesNews

Humans in the Loop is selected as one of the winners of MIT Solve

CategoriesNews by Humans in the Loop
Humans in the Loop CEO and founder Iva Gumnishka pitch at Expo Live Dubai UAE with annotation background
CategoriesNews

Humans in the Loop wins a grant from Dubai Expo Live Innovation Impact Program

CategoriesNews by Humans in the Loop
Previous Post
3 Ways Synthetic Data Breaks Models and How Human Validators Fix Them
3 Ways Synthetic Data Breaks Models and How Human Validators Fix Them