# iMerit

> Expert-led AI data annotation, model evaluation, and fine-tuning services powered by the Ango Hub platform and iMerit Scholars.

iMerit provides expert-led training data and model evaluation services for AI teams, combining a managed workforce of domain experts with its Ango Hub annotation and workflow platform. The homepage states that iMerit is now part of EXL following an acquisition. Its work spans generative AI, mobility, healthcare, and robotics.

## What It Is

iMerit is a data annotation and model evaluation provider. Teams use it to turn raw, unstructured data into labeled datasets and to evaluate and tune foundation models with human experts. Ango Hub is the platform that handles annotation and model evaluation workflows, with services delivered by iMerit's workforce.

## Ango Hub Platform

Ango Hub handles image, video, LiDAR, DICOM, text, PDF and audio data with built-in automation and customizable workflows. It includes a Deep Reasoning Lab for prompt/response creation, chain-of-thought reasoning, alignment and RLHF. For production use it offers QA modes, bring-your-own-model pre-annotation, analytics, and edge-case handling. Specialized modules cover 3D sensor fusion (LiDAR, radar, camera), point clouds, long video, and DICOM.

## iMerit Scholars and Generative AI Work

Scholars is a program that places selected domain experts into AI development, including foundation model evaluation and fine-tuning. The site describes work on multidomain benchmarks, chain-of-thought correction, error analysis, RLHF, red teaming, hallucination detection, image and video generation evaluation, agent evaluation, and RAG fine-tuning.

## Domains and Compliance

Industry offerings include autonomous mobility (HD mapping, sensor fusion, VLM/VLA), healthcare AI (radiology, pathology, medical de-identification), robotics, and agricultural AI. iMerit states that it is SOC2, ISO 27001, GDPR, HIPAA, and TISAX compliant.

## Features
- Image, video, text, audio, PDF, LiDAR and DICOM annotation
- 3D point cloud and multi-sensor fusion annotation
- Deep Reasoning Lab for chain-of-thought and RLHF workflows
- Bring-your-own-model pre-annotation
- Customizable workflow automation and QA modes
- Production analytics
- Model evaluation, red teaming and hallucination detection
- Image and video generation evaluation
- Agent evaluation and RAG fine-tuning
- Expert domain workforce via iMerit Scholars
- Medical data de-identification

## Integrations
Keras, PyTorch, TensorFlow, Azure, Snowflake, Google Cloud, AWS, Databricks

## Platforms
IOS, WEB, API

## Pricing
Paid

## Links
- Website: https://imerit.ai
- Documentation: https://docs.imerit.net/
- EveryDev.ai: https://www.everydev.ai/tools/imerit