Data Annotation Services

Production-ready AI data requires more than annotation. iMerit designs the workflow, staffs it with full-time, domain-trained annotators, applies two-stage QA, and delivers labeled data that meets specification.

HOW iMERIT DELIVERS PRODUCTION-READY AI DATA

End-to-end data annotation services built for accuracy, scale, and seamless integration into your AI pipeline. 

MULTI-MODAL TOOLING

Purpose-built tooling for every modality your models need – image, video, 3D point cloud, audio, text, and more – inside one unified platform, not a generic tool stretched across data types it wasn’t built for.

MANAGED DELIVERY

We staff, train, and manage the annotation team. You don’t hire, onboard, or supervise annotators. We handle the operation end to end.

QUALITY WE OWN

Two-stage QA on every batch. If the data doesn’t meet spec, that’s our problem to fix, not yours to debug after the fact.

ANGO HUB

MULTI-MODAL ANNOTATION PLATFORM

MULTI-MODAL COVERAGE

Image, video, text, audio, LiDAR, DICOM, and PDF annotated within a single unified platform. No stitching together vendor-specific tools.

AI-ASSISTED PRE-LABELING

Model-generated initial annotations reviewed and corrected by domain experts, improving throughput without sacrificing precision.

CONFIGURABLE QA WORKFLOWS

Multi-stage reviewer validation, benchmark questions, and custom label validation rules catch errors before they reach your training pipeline.

API & WEBHOOK INTEGRATION

Labeled data delivered directly into your data infrastructure via SDK, API, and webhook. No manual exports, no bottlenecks.

FULL COMPLIANCE

SOC 2 Type II, ISO 27001, HIPAA, GDPR, and TISAX compliant, with strict access controls, NDAs, and full audit trails for regulated industries.

ANNOTATION CAPABILITIES

Every data type your model needs to learn from.

image annotation

IMAGE ANNOTATION

Bounding boxes, polygons, keypoints, semantic segmentation, instance segmentation, panoptic segmentation, 3D cuboids, polylines, and image classification across any domain or taxonomy.
video annotation

VIDEO ANNOTATION

Frame-level object tracking, action recognition, phase segmentation, multi-object detection, and temporal event labeling across sequential video at production scale.
LIDAR-&-3D-Annotation

LIDAR & 3D ANNOTATION

Cuboid annotation, semantic segmentation, 2D/3D linking, polyline and landmark annotation, and multi-sensor fusion across LiDAR, radar, and camera streams.
TEXT-&-AUDIO-ANNOTATION

TEXT & AUDIO ANNOTATION

Named entity recognition, sentiment analysis, intent labeling, part-of-speech tagging, and audio transcription across languages and domains.
MEDICAL IMAGING

MEDICAL IMAGING

DICOM annotation, organ segmentation, lesion delineation, radiology report labeling, and RLHF dataset creation, with clinical expert review built into the QA workflow.
DOCUMENT-&-OCR-ANNOTATION

DOCUMENT & OCR ANNOTATION

Field extraction, bounding region labeling, table structure annotation, and document classification to improve IDP and OCR model accuracy across business document types.

CASE STUDY

Bill.com’s IVA uses computer vision and deep learning to extract data from user-uploaded business documents. iMerit evaluated IVA’s outputs, identified failure modes, and created a targeted training dataset combining high-error documents with normal user documentation. This directly improved the Bill.com user experience.

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Improvement in IVA field-extraction accuracy

Multi-stage

CUSTOM ANNOTATION AND EVALUATION WORKFLOW BUILT BY iMERIT

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IMAGES AND VIDEOS LABELED BY iMERIT TEAMS GLOBALLY

QUALITY AT EVERY STAGE. Guaranteed.

Most annotation vendors deliver labeled data and move on. If your rejection rate is high, that’s your problem to debug. iMerit runs two-stage QA on every program, calibrates annotators against your ground truth during a structured pilot, and doesn’t scale until quality is proven. You don’t inherit our mistakes.
80%+ ANNOTATOR ASSESSMENT THRESHOLD

CUSTOM QUALITY THRESHOLDS

Every annotator is assessed on domain-specific curricula before touching any client project. iMerit continuously assesses annotations at all steps, ensuring quality is maintained and automatically flagged when below quality thresholds.

TWO-STAGE PRODUCTION AND QA WORKFLOW

Production and QA are separate stages run by separate teams on every program. Errors are caught before they reach your pipeline, not flagged by your team after the fact.
Structured pilot before production

STRUCTURED PILOT BEFORE PRODUCTION SCALE

Every program begins with a calibration batch validated against your acceptance criteria. We prove quality at small scale before committing to production volumes.

EXPERT-IN-THE-LOOPvFOR REGULATED DOMAINS

Medical, legal, and clinical programs include domain experts at the QA stage, not just annotators. Accuracy standards that require specialist judgment get specialist review.

BY THE NUMBERS

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Images and videos labeled across computer vision programs

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Full-time domain-trained annotators globally
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Modalities: image, video, text, audio, LiDAR, DICOM

ISO 27001

SOC 2 Type II · HIPAA · GDPR · TISAX certified

INDUSTRY VERTICALS

Domain-specific annotation expertise across every major AI vertical.

Object detection, scene segmentation, HD map construction, LiDAR annotation, and sensor fusion for AV perception stacks.

HIPAA-compliant image, video, and DICOM annotation with clinical expert review for radiology, pathology, and surgical AI programs.
Pose estimation, workspace segmentation, manipulation training data, and multi-sensor fusion annotation for AMRs, industrial arms, and humanoids.
Land use classification, infrastructure segmentation, vegetation mapping, and change detection annotation across aerial and satellite imagery.
Crop and weed labeling, plant disease detection, canopy segmentation, and field feature annotation for precision agriculture and yield prediction.
Product detection, shelf intelligence, catalog labeling, and visual search annotation to improve recommendation accuracy at scale.
Document annotation, field extraction, fraud detection labeling, and compliance data workflows for FinTech, insurance, and banking AI.
Secure annotation programs for geospatial intelligence, surveillance, document processing, and public sector AI with TISAX compliance.

Frequently Asked Questions

iMerit supports image, video, text, audio, LiDAR, and medical imaging (DICOM) across a wide range of industries. Annotation types include bounding boxes, polygons, keypoints, segmentation, classification, tracking, and 3D/LiDAR labeling. We also offer text annotation and audio transcription.

Yes. iMerit is certified with SOC 2, ISO 27001/9001, GDPR, HIPAA, and TISAX with strict access controls, NDAs, and full audit trails for sensitive projects. These controls support regulated sectors like healthcare, finance, and government.

Yes. We can work directly in your annotation tools or run projects on iMerit’s Ango Hub, with API and plugin-based integrations into your data pipelines and model workflows.

Yes. iMerit has domain-focused teams for autonomous mobility, robotics, medical AI, geospatial, agricultural, government, finance and insurance, commerce/retail, and enterprise companies.

We combine clear guidelines, calibrated experts, and multi-level QA to meet your acceptance criteria. Quality is tracked through defined metrics (IoU, error rates, per-class performance) and shared in regular reports.

Yes. With 6,000+ trained data specialists and 250M+ data points processed, we can ramp from pilot to high-throughput production with SLAs on quality and turnaround.

Begin with an expert consultation to define scope, acceptance criteria, and QA plan, then move into training, workflow setup, and evaluation.

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