ML Data Solutions

Leveraging human intelligence, expertise and technology to provide the data insights needed to advance AI

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The iMerit Advantage

iMerit’s data solution brings together technology, talent, and techniques to provide high-quality data and precision at the scale of production required. We meet the need for a consistent supply of data in the process of AI development, from the training data all the way to the validation, and deployment.


iMerit leverages technology to enable rapid scalability, optimum resource utilization, and access analytics and insights to power data-driven decisions. Depending on the client’s needs and goals, iMerit can use proprietary data annotation tools, the client’s tools, or any third-party tools.


Our full-time expert workforce undergoes specialized training and has vast annotation experience in different domains. iMerit’s Solution Architects draw upon their deep expertise to help define the requirements, training, workflow, feedback loops, and data validation.


We create customized workflows that integrate tools and processes, real-time feedback and quality control mechanisms, edge case insights, and enterprise-grade data security protocols. Our end-to-end pipeline builds in process efficiencies to save time and reduce costs.


Data annotation throughput, accuracy, and workflow alignment are the most significant drivers to high performing data strategy outcomes. iMerit leverages advanced tools, machine learning algorithms and workflow best practices to enrich, annotate, and label large volumes of unstructured data. While technology solves for throughput, our managed workforce teams solve for accuracy through their deep industry-specific expertise across Computer Vision, NLP and Content Services.

Computer Vision

iMerit has labeled, annotated, enriched and segmented over 250 million images and videos that power Computer Vision algorithms. iMerit’s delivery team works with complex edge cases and nuanced taxonomies to give clients an extra advantage.

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Facial recognition annotation, a Computer Vision use case
Natural Language Processing

iMerit’s advanced workforce produces throughput on language data across genres, domains, modalities, levels of structure, and different languages. The workforce has annotated over 20 million Natural Language Processing data points at 97% accuracy.

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Text analysis for Natural Language Processing use cases
Content Services

iMerit helps merchants realize compelling customer experience for e-commerce and other digital platforms with organized, searchable and relevant data. The iMerit workforce validates, enriches, moderates and tags data so it best serves the offering and enhances overall shopping practices.

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Detailed product descriptions for e-commerce, a Content Services use case


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Bank On

Working with iMerit leads to transformative, solutions-based outcomes for big data initiatives. We leverage the technologies, processes and teams that best solve for specific data enrichment needs. From LiDAR Annotation, Salience Analysis and Data Extraction to a wide variety of Computer Vision, Natural Language Processing and Content Service use cases, iMerit is your extended technology and workforce solution. Partner with us and we will give you vision and the ability to execute at scale.

Expert Consultation

Transformative, solution-based approach. Interdisciplinary problem solving. Agility and responsiveness, Time-To-Value enhancers.


Targeted resources. Custom skilling. Focused and deep microlearning curriculum. Domain expertise. Rostering tools.

Workflow Customization

Alignment of tools and processes. Structured Development Milestones. Two-step production and QA annotation workflows.

Feedback Cycle

Transparency via analytics. Real Time Monitoring and Service Delivery Insights. Edge case Insights. Dynamic Model Improvement.


Assessment of deliverable. Appraisal of key metrics, quality control processes. Model reconsideration. Analysis of business outcome.

"iMerit's data annotation enables us to build accurate models and actionable insights for hundreds of MLB pitchers"

Steven Cadavid, President, KinaTrax

Client testimonial from Crowdreason, a technology services company providing property tax software

"Well-managed team, hits predictable timelines, good quality work, easy to scale team up and down. iMerit helps us produce our products faster."

CTO - Geospatial intelligence company focused on property risk and valuation

Geospatial intelligence company

"I appreciate the love iMerit brought to the work and will be delighted to collaborate further on data challenges."

Chief Digital Officer, Leading cultural institution

Client testimonial from Leading cultural institution

"iMerit is an invaluable partner, providing us with accurate data which helped us develop our property tax software."

Brandon Van Volkenburgh, CTO & Co-founder, CrowdReason


The need for speed in high-quality data annotation has never been greater. iMerit combines the best of predictive and automated annotation technology with world-class data annotation and subject matter experts to deliver the data you need to get to production, fast.

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