GLEAC

What GLEAC does

GLEAC (legal entity: GLF Consulting FZ, LLC) is a Dubai-headquartered, UAE-incorporated data and community company that produces and licenses the Judgement Corpus, a dataset of 400K+ authored human judgment responses contributed by 2,500+ curated domain experts across 10 skill domains (Judgement & Decision Making, Collaboration, Critical Thinking, Communication, Entrepreneurship, Creative Thinking, Emotional IQ, Mindfulness, Self Direction, Leadership). Every response is graded across all 5 Bloom's Taxonomy levels, and the company explicitly positions the corpus as an alternative to scraped internet text for AI model training, with a 14-day pilot program designed to demonstrate measurable model lift for frontier AI labs and agent companies.

The Lovely Humans community is both the supply side of the data pipeline and a standalone community product: 500+ active members across 90 countries contribute data, can be deployed as advisors ("flocks") to paying B2B clients, and receive a 10% lifetime cut on every dataset they author. Adjacent platforms include Gleac Onboarding (quarterly intake of up to 25 new members) and the Mentor Dashboard for community operations, alongside editorial properties (Field Notes) and experimental offerings (Advisory Work, UBI Experiments). The company reports no public API, SDK, or mobile app; distribution is direct enterprise licensing plus self-serve community application.

GLEAC's revenue model spans three streams: (1) data licensing of the Judgement Corpus to frontier AI labs and agent companies (quote-based, with a 14-day pilot); (2) advisory services deployment of community members to B2B clients, with the community retaining a 10% lifetime cut; and (3) community network commerce, where members transact with each other (co-founders, investors, clients) using the platform as a discovery layer. Named customers and partners include NVIDIA, PIF (Saudi Arabia's Public Investment Fund), Accenture, G42, Saudi Financial Academy, Humain, JUVO, CentralTest, Dubai Cares, Education.org, Expo 2020 Dubai, and YOMA, spanning enterprise, government, AI labs, and education nonprofits. The company is privately held with 11-50 employees, founded in 2018, and led by Founder & Interim CEO Sallyann Casa.

Name

GLEAC

Legal name

GLF Consulting FZ, LLC

Website

https://gleac.com

Company type

Private

Founded year

2018

Operating status

Operating

Headcount range

11–50 employees

Short description

GLEAC licenses the Judgement Corpus, a 400K+ point dataset of authored human judgment from 2,500+ domain experts graded across Bloom's Taxonomy, to frontier AI labs and agent companies. It operates the Lovely Humans community of 500+ experts across 90 countries as its data supply engine.

Ownership category

akta.pro rank

Product category

AI Training Data

NAICS

Computer Training (611420), Computer Training (61142), Professional and Management Development Training (611430), Business Schools and Computer and Management Training (6114)

SIC

Services-Computer Processing & Data Preparation (7374), Services-Educational Services (8200)

akta.pro primary industry

Bias, Fairness & Representativeness Testing for Datasets (HDAAALAK)

akta.pro secondary industries

Corporate Training Course Marketplaces (B2B Content Libraries) (EDAFAIAH), Data, Analytics & AI Training (BI, Data Engineering, ML/GenAI) (BPAEANAH)

Keywords

• Human judgment data
• AI training datasets
• Data licensing
• Mentor network
• Professional upskilling

Headquarters

HQ city

Dubai

HQ country

United Arab Emirates

HQ region

Middle East

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Operations

Revenue model

1. Data Licensing: Licensing the Judgement Corpus - human judgment data as training data for AI models. Clients include frontier AI labs and agent companies. Offers a 14-day pilot from data delivery to joint review.
2. Advisory Services Deployment: Community members deployed as advisors to paying B2B clients. Members earn for their contributions, and the community earns a 10% lifetime cut on every dataset authored.
3. Community Network Commerce: Members can sell to other members - find co-founders, investors, clients, and collaborators. The community buys from itself first.

Go-to-market motion1 record

Distribution channels2 records

Marketing channels4 records

Core offering

GLEAC operates an AI training data business built around a global mentor network that captures human judgment data (the "Judgement Corpus") to be licensed for AI model training. The company also runs the Lovely Humans community, mentor onboarding flows, and a mentor dashboard used to curate, attribute, and deliver high-quality human judgment datasets to AI developers.

Product overview

GLEAC operates as a human judgment data and community platform. The core offering is The Judgement Corpus, a dataset of 400K+ authored data points from 2,500+ domain experts across 10 skill domains, graded across 5 Bloom's Taxonomy levels, which is licensed to AI companies for training data. This is supported by the Lovely Humans Community platform, a network of 500+ experts across 90 countries who provide human judgment through various engagement formats including unstructured labs, onboarding sessions, and curated peer connections. Additional platforms include the Gleac Onboarding system and Mentor Dashboard for community management.

Differentiator

Problem solved

Functional benefit

Brands

• Lovely Humans: A working community for the humans AI can't replace. Contrarians, outliers, and deep operators with taste, judgment, and wisdom.

Products and services

• The Judgement Corpus A proprietary human judgment dataset collected through GLEAC's global mentor network, curated and licensed for AI model training. Intended for AI/ML teams building models that require high-quality human judgment ground truth.
• Data Licensing Licensing program through which enterprises and AI labs license GLEAC's curated human judgment data for use in training and evaluation pipelines.
• Lovely Humans Community Community platform of mentors and learners contributing to and consuming GLEAC's human judgment work and learning content.
• Gleac Onboarding Onboarding flow used to qualify, vet, and enroll new mentors and contributors into GLEAC's data collection network.
• Mentor Dashboard Internal-facing dashboard for mentors to manage contributions, sessions, and submissions feeding into the Judgement Corpus.

Quantifiable outcome

• 14-day pilot from data delivery to joint review of lift
• +1 more outcomes

Named customers12 records

Segments3 records

Ideal customer profiles1 record

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability2 records

Feature2 records

Partnerships

One partnership is on record.

• NVIDIAcoreStrategic or Co-development PartnerCollaboration on white paper about the Judgement Corpus dataset with Simon See, Head of NVIDIA AI Center. NVIDIA represents a key strategic partner in the AI ecosystem.

Scale indicators6 records

Recent moves6 records

Expansion highlights5 records

Direct peers

• Scale AI: Scale AI is the leading data-labeling and RLHF vendor for frontier AI labs and government customers. It directly competes with GLEAC's Judgement Corpus offering as a premium human-judgment training data supplier to foundation model developers.
• Surge AI: Surge AI provides curated, expert-annotated datasets for frontier model training and evaluation, with a focus on harder human-judgment labeling tasks. It is one of the closest direct competitors to GLEAC's authored, expert-led data approach.
• Turing: Turing operates a global human-talent marketplace heavily used for RLHF, code labeling, and AI evaluation tasks. Its developer-and-expert sourcing model is conceptually similar to GLEAC's Lovely Humans community used for AI data generation.
• Defined.ai: Defined.ai (formerly DefinedCrowd) supplies curated, ethically-sourced training datasets and human-evaluated data for AI models, including speech and NLP. It is a direct peer in the premium expert-data-for-AI-training category.
• Invisible Technologies: Invisible (formerly Remotasks) operates a large distributed human-task workforce for AI training data, RLHF, and operations work. It is comparable to GLEAC as an outsourced human-judgment supplier for frontier AI labs.

Broad incumbents

• Appen: Appen is a long-established data annotation vendor serving the largest foundation model builders with global crowd labor. It overlaps with GLEAC as a training data supplier but operates at much broader, lower-skill scale rather than judgment-rich expert data.
• Labelbox: Labelbox provides a data-centric AI platform combining labeling tooling with managed human annotation services. It competes with GLEAC for AI training data budgets but sells a software-plus-services stack rather than a curated judgment corpus.

Emerging players

• Toloka: Toloka runs a crowdsourced data labeling platform with a global contributor network for RLHF, NLP, and computer vision tasks. It competes with GLEAC for AI lab training data but uses a broader crowd model rather than a curated expert tier.
• Snorkel AI: Snorkel AI offers a data-centric AI platform combining programmatic labeling, weak supervision, and human-in-the-loop annotation. It is an adjacent peer serving the same frontier AI customers GLEAC targets with judgment-rich training data.

Others

• Cohere: Cohere is a frontier foundation model provider and a potential buyer/adjacent partner rather than a direct data vendor competitor. It is comparable because it sources similar human-preference data for fine-tuning and shares GLEAC's enterprise and sovereign AI buyer pool.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights6 records

Customer concentration

• Xx.com/gleacskills
• Facebookfacebook.com/GLEAChumanskillsmatter
• LinkedInlinkedin.com/company/gleac21centuryskills

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds4 records

Investors1 record

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about GLEAC