AI Data Operations

Text Annotation for AI Models

Sentiment, intent, entities, dialogue structure, and content safety are labelled by trained domain expert annotators and verified through a multi-stage quality process, so your AI language models learn from data your team can trust.

  • 950M+Assets Annotated
  • 13+ YearsOf Expertise, Since 2014
  • 20+Industries Served
  • 97%+Quality Benchmark
  • 24x7x365Secure Operations

Capabilities

Text Annotation Services

25capabilities
across our service offering

CAPABILITY / 01

Text Classification

07 services

Labeling text at the document, sentence, or message level so models can categorize content correctly at scale.

01Sentiment curve

Sentiment Analysis

Classifying text as positive, negative, neutral, or any custom sentiment as per customer requirement.

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02Categories

Intent Classification

Identifying and classifying what a user is trying to accomplish in a query, message, or support ticket.

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03Categories

Topic Classification

Assigning text to predefined subject categories for routing, search, or content organization.

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04Sentiment curve

Emotion Classification

Labelling the emotional tone expressed in text, beyond simple positive or negative sentiment, including joy, anger, sadness, fear, surprise, disgust, and any custom emotion as per customer requirement.

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06Categories

Toxicity Classification

Categorizing text that is abusive, harassing, or violates acceptable use standards.

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07Categories

Content Classification

Categorizing content by type, format, or use case for downstream model training.

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HAVE A SPECIFIC REQUIREMENT?

Let’s define the right data for your AI.

Tell us what your model needs. We’ll help you scope the annotation capabilities that fit your project.

Talk to our team

Model-generated labels still need human verification.

We audit, correct and validate auto-annotated aerial data against your guidelines before it reaches your training pipeline.

Get Your Sample Batch Validated
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Data, Collected &Annotated.Teams, Deployed.Ready When You Are.

Whether you need precisely annotated training data, real-world data collection, a dedicated in-house team, or other staffing solutions, Qualitas Global delivers all three under one roof. Backed by over a decade of experience, we back every engagement with a risk-free 2-day pilot before you commit.

Powering AI Innovation. Delivering Model-Ready Data. Enabling Global Business.