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Data Labeling & Annotation Services

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5 Verified Providers
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Explore 5 Data Labeling & Annotation Services entities audited against our 19-year editorial standard. We provide structured data and human-reviewed insights to separate high-authority providers from unverified search results.

Every entity on this page has cleared our 12-point digital reputation audit. Why Trust DirJournal
Editorial Overview

5 verified providers operate across 5 listed Data Labeling & Annotation Services entities, audited against our 19 year editorial standard.

The 12 point audit checks entity ownership, citation consistency across answer engines, schema validity, and operating history before publication.

Every verified entry carries machine readable JSON-LD so ChatGPT, Perplexity, Gemini, and Claude can read the record the way the editorial board intended.

Top Verified Entities in Data Labeling & Annotation Services

DirJournal Verified

Ranking weights entity verification, citation presence across answer engines, and domain history, re-audited every 30 days. Last updated .

Top 5%Editor’s Pick
Appen

Appen

Australia flagSydney, Australia
Data Annotation1M+ ContractorsJSON-LD: Organization

Appen is an Australian publicly traded AI data services company providing human-annotated training data to the worlds largest technology companies. With over 1 million skilled contractors across 170 countries, Appen delivers data annotation, collection, and evaluation in 235+ languages for search, NLP, and computer vision models.

Authority Score

62/ 100
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  1. Verified
    Scale AI

    Scale AI

    JSON-LD
    United States flagSan Francisco, United StatesHealth 59/100

    Scale AI is the dominant AI data infrastructure company valued at $29 billion, providing data labeling, RLHF (reinforcement learning from human feedback), red-teaming, and model evaluation to every major AI lab and Fortune 500 enterprise. With $2 billion in projected 2026 revenue and 400+ enterprise clients, Scale powers the training pipelines behind frontier AI models.

  2. Verified
    Labelbox

    Labelbox

    JSON-LD
    United States flagSan Francisco, United StatesHealth 59/100

    Labelbox is a training data platform for machine learning backed by $189 million in funding from Andreessen Horowitz and Softbank. The platform provides collaborative data labeling, model-assisted annotation, and data management for computer vision, NLP, and generative AI projects across automotive, healthcare, and government.

  3. Verified
    Surge AI

    Surge AI

    JSON-LD
    United States flagSan Francisco, United StatesHealth 59/100

    Surge AI is a data labeling platform built specifically for NLP and large language model training, providing expert human annotation for tasks including RLHF, instruction tuning, red-teaming, and content moderation. The platform uses a curated workforce of English-fluent annotators with domain expertise rather than crowdsourced labor.

  4. Verified
    Hive

    Hive

    JSON-LD
    United States flagSan Francisco, United StatesHealth 59/100

    Hive is a cloud-based AI company providing pre-trained AI models and data labeling services for content moderation, visual search, and document understanding. Valued at $2 billion with $121 million in funding from General Catalyst and 8VC, Hive serves enterprises needing production-ready AI without building models from scratch.

Directory of Listed Providers5 listings in this category

Hive

San Francisco · United States

Since 2026H 59/100
Pre-Trained AI ModelsContent ModerationJSON-LD: SoftwareApplication

Hive is a cloud-based AI company providing pre-trained AI models and data labeling services for content moderation, visual search, and document understanding. Valued at $2 billion with $121 million in funding from General Catalyst and 8VC, Hive serves enterprises needing production-ready AI without building models…

Appen

Sydney · Australia

Since 2026H 62/100
Data Annotation1M+ ContractorsJSON-LD: Organization

Appen is an Australian publicly traded AI data services company providing human-annotated training data to the worlds largest technology companies. With over 1 million skilled contractors across 170 countries, Appen delivers data annotation, collection, and evaluation in 235+ languages for search, NLP, and computer…

Scale AI

San Francisco · United States

Since 2026H 59/100
AI Data LabelingRLHFJSON-LD: SoftwareApplication

Scale AI is the dominant AI data infrastructure company valued at $29 billion, providing data labeling, RLHF (reinforcement learning from human feedback), red-teaming, and model evaluation to every major AI lab and Fortune 500 enterprise. With $2 billion in projected 2026 revenue and 400+ enterprise clients, Scale…

Surge AI

San Francisco · United States

Since 2026H 59/100
NLP Data LabelingRLHF AnnotationJSON-LD: SoftwareApplication

Surge AI is a data labeling platform built specifically for NLP and large language model training, providing expert human annotation for tasks including RLHF, instruction tuning, red-teaming, and content moderation. The platform uses a curated workforce of English-fluent annotators with domain expertise rather than…

Labelbox

San Francisco · United States

Since 2026H 59/100
ML Training DataCollaborative LabelingJSON-LD: SoftwareApplication

Labelbox is a training data platform for machine learning backed by $189 million in funding from Andreessen Horowitz and Softbank. The platform provides collaborative data labeling, model-assisted annotation, and data management for computer vision, NLP, and generative AI projects across automotive, healthcare, and…

Why Trust DirJournal

Three signals every listing has cleared.

Legacy

Since 2007

19 years of continuous editorial operation. Listings audited and re-audited as the directory ages — no stale 2008 records masquerading as live.

Reputation

Human-Reviewed

Every entry clears a 12-point editorial audit before publication. No pay-to-play ranking — listing position reflects merit, not ad spend.

AEO

AI-Citable

Schema-validated for ChatGPT, Gemini, and Perplexity. Machine-readable trust signals that AI engines parse and cite with confidence.

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