Natural Language Processing

iMerit collaborates to deploy AI and Machine Learning in Autonomous Technology, Geospatial Technology, Medical AI, and other industries by enriching, annotating and labeling data.

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.


Entity Classification & Linking

iMerit provides the human nuance data scientists need by extracting and classifying relevant entities in varieties of text sources. iMerit’s custom tooling streamlines this extraction process.

Sentiment & Intent Analysis

Domain experts review vast numbers of documents and provide sentiment judgments using three-way classification: positive, negative and neutral. Jobs often include analysis of intensity and intent.

Salience Analysis

Identifying the most relevant elements of a text can make a difference in triggering the appropriate response. iMerit teams subjectively rate salience of entities with single or multiple judgments.

Audio And Text Transcription

iMerit language experts transcribe text documents and audio clips including domain-specific material, such as earnings calls in the financial services sector and doctor prescriptions for medical AI.

Discourse Analysis

iMerit language experts use grammar, syntax and discourse analysis for the development of ground truth data and to properly train algorithms in NLP specific to large text datasets.

"I greatly appreciate the genuine love the iMerit team brought to the work we did together, and will be delighted if we can collaborate further -- on additional data-related challenges."

Chief Digital Officer, Leading cultural institution

Cultural Institution

"We needed help to get through transcriptions. If we didn't have iMerit, we wouldn't have been able to take on the project. We were very happy with the work we got from iMerit. "

New England Historic Genealogical Society



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.

Let's go