Expert Data For your AI

Quality Guaranteed

Merit’s expert-led model evaluation and training data solutions power the world’s most advanced AI systems — from frontier foundation models to enterprise-grade automation.

WHY IMERIT

High Quality Data at Scale

Trusted by leading model innovators for mission critical domain expertise and consistently high quality.

ACTIVELY MANAGE EXPERTS

Custom-sourced global subject experts for multimodal supervised fine-tuning, RLHF, red teaming, alignment and validation.

DOMAIN KNOWLEDGE

Annotation and validation for Computer Vision, Audio, LiDAR, and Sensor Fusion with guaranteed high quality and long-term consistency

ENTERPRISE SECURITY

Orchestrate your AI data pipeline: workflow design, automation, annotation, analytics, and integration in a single enterprise platform

Trusted by Top AI Innovators

SOLUTIONS

Mission-Critical AI Data

From foundation models to autonomous systems and medical AI, iMerit delivers expert-driven data solutions that power the world’s most advanced AI systems.

Generative-AI

Generative AI

Expert data for foundation model development — evaluation, training data, alignment, and safety for frontier labs and enterprise AI teams.

Mobility-AI

Mobility AI

High-precision sensor data labeling and validation enable autonomous and ADAS systems to perceive complex environments and operate safely at scale.
Healthcare-AI

Healthcare AI

Clinical domain expertise combined with rigorous data processes powers medical imaging, diagnostics, and AI-driven healthcare applications.

Robotics

Robotics

Structured training data and real-world scenario validation enhance robotic perception, navigation, and task execution in dynamic settings.

GENERATIVE AI

EXPERT-LED MODEL EVALUATION

Leverage iMerit Scholars, our global community of subject experts handpicked for deep domain knowledge combined with metacognition to evaluate and fine tune foundation models.

HIGH QUALITY DATA AT SCALE

  • Multidomain Tests & Benchmarks: Challenging puzzles in specialized fields and languages
  • Chain of Thought Reasoning: Setting complex Math problems and iteratively correcting faulty model reasoning steps to generate a golden reasoning trace analysis
  • Evaluation: Test scenarios and advanced error analysis
  • Alignment: RLHF, safety, and policy adherence

iMERIT SCHOLARS ​

EXPERTS IN THE LOOP

WHAT ARE SCHOLARS?

iMerit Scholars is an elite program designed to integrate highly skilled domain experts from specialized fields directly into the development lifecycle of advanced AI systems, particularly Generative AI foundation models. Unlike crowd-sourced annotation solutions, Scholars is made of a select team with deep domain knowledge, high-level cognitive abilities and an ideal mindset to impart specialized knowledge to AI models.

10,000+

Domain Experts

60+

Countries

10+ Years

Experience

DATA ANNOTATION

TOOLS AND SERVICES

For developers of predictive AI applications, iMerit provides best in class tooling, flexible workflow design, automated pre-annotation and a highly skilled in-house dedicated workforce. iMerit’s guaranteed quality at large scale drives mission critical outcomes.

FLEXIBLE TALENT AND TECHNOLOGY

  • Image, Video & LiDAR: Analysis of complex visual scenes for object detection, segmentation, classification and tracking.
  • 3D Sensor Fusion: Seamless integration of LiDAR, Radar, and camera inputs, including both fish-eye and pinhole models. Built-in automation to enhance speed and accuracy.
  • Domain Expertise: Specialized Ango modules for DICOM, Point Clouds, long videos, backed by custom automation and subject matter specialist teams.

ANGO HUB

TECHNOLOGY THAT ENABLES GREATER SCALE

A platform that unifies tools, workflow automation, and domain expertise into a comprehensive end-to-end solution for model evaluation and data annotation.

WHERE EXPERTS MAKE A DIFFERENCE

  • Versatile Modalities: Handles image, video, LiDAR, DICOM, text, PDF and audio with smart interfaces, in-built automation and customizable workflows
  • Deep Reasoning Lab: Interfaces and workflows for sequential reasoning throughout the AI response process. Handles prompt/response creation, chain-of-thought reasoning, alignment and RLHF
  • Production Readiness: Extensive QA modes, bring-your-own-model for pre-annotation, production analytics and edge-case handing

Model Integrations

CASE STUDIES

Original corpus of 1,000 Chain of Thought math problems, including step-wise corrections and annotation, intersecting 60+ disparate subdomains of formal and applied mathematics.
Successful development and maintenance of a robust 3D perception stack would offer accurate depth estimation, object detection, and scene representation for the company.
Physicians in various specialities summarize clinical encounter notes to validate fine-tuned GenAI model performance in a HIPAA-compliant environment.
This major AI company came to iMerit to implement a vision-language-action model to improve model explainability, decision-making transparency, and overall safety

THE iMERIT DIFFERENCE

EXPERTISE AT PRODUCTION SCALE

Leverage domain specific experts to evaluate model outputs and provide data inputs for improved model precision.

FOUNDATION MODEL TUNING

Merit actively sources, matches, and manages domain experts for your projects—and continuously evaluates performance and quality over time.

ADVANCED DATA ANNOTATION

Provides both domain and tooling expertise, with advanced training and high retention to allow scaling without diluting quality. 

END-TO-END PLATFORM

Secure global offices and vetted staff provide the highest security for your data. iMerit is SOC2, ISO 27001, GDPR, HIPAA, and TISAX compliant.

Of all the vendors tested through the RFP process iMerit’s data scored the highest in terms of quality.
Director of Vendor Services

FEATURED

CONTENT

GET

STARTED!

The need for high quality, trusted and secure AI training data services has never been greater. iMerit combines the best of technology and automation with world-class subject matter expertise to deliver the data you need to get to production, fast.