AI + Humans: Data to Power LLMs & VLMs

AI + Humans: Data to Power LLMs & VLMs

We deliver high-quality, curated data by combining the latest AI & ML technologies with expert human feedback.

Bring expert domain knowledge to your LLMs

Our vetted experts have advanced degrees and industry experience to contribute specialized knowledge that LLMs are lacking.

Domains

Mathematics

Computer Science

Medicine

Psychology

Physics

Chemistry

Biology

Astronomy

Biotechnology

Bioinformatics

Law

Finance

Accounting

Economics

Teaching

Linguistics

Civil Engineering

Automotive Engineering

Religion

Language Arts

Philosophy

History

Performing Arts

Visual Arts

Mathematics

Computer Science

Medicine

Psychology

Physics

Chemistry

Biology

Astronomy

Biotechnology

Bioinformatics

Law

Finance

Accounting

Economics

Teaching

Linguistics

Civil Engineering

Automotive Engineering

Religion

Language Arts

Philosophy

History

Performing Arts

Visual Arts

Mathematics

Computer Science

Medicine

Psychology

Physics

Chemistry

Biology

Astronomy

Biotechnology

Bioinformatics

Law

Finance

Accounting

Economics

Teaching

Linguistics

Civil Engineering

Automotive Engineering

Religion

Language Arts

Philosophy

History

Performing Arts

Visual Arts

Mathematics

Computer Science

Medicine

Psychology

Physics

Chemistry

Biology

Astronomy

Biotechnology

Bioinformatics

Law

Finance

Accounting

Economics

Teaching

Linguistics

Civil Engineering

Automotive Engineering

Religion

Language Arts

Philosophy

History

Performing Arts

Visual Arts

Languages

English

French

German

Spanish

Hindi

Malay

Russian

Bengali

Filipino

Ukrainian

Vietnamese

Japanese

Tamil

Thai

Dutch

Korean

Arabic

Swedish

Turkish

Polish

English

French

German

Spanish

Hindi

Malay

Russian

Bengali

Filipino

Ukrainian

Vietnamese

Japanese

Tamil

Thai

Dutch

Korean

Arabic

Swedish

Turkish

Polish

English

French

German

Spanish

Hindi

Malay

Russian

Bengali

Filipino

Ukrainian

Vietnamese

Japanese

Tamil

Thai

Dutch

Korean

Arabic

Swedish

Turkish

Polish

English

French

German

Spanish

Hindi

Malay

Russian

Bengali

Filipino

Ukrainian

Vietnamese

Japanese

Tamil

Thai

Dutch

Korean

Arabic

Swedish

Turkish

Polish

English

French

German

Spanish

Hindi

Malay

Russian

Bengali

Filipino

Ukrainian

Vietnamese

Japanese

Tamil

Thai

Dutch

Korean

Arabic

Swedish

Turkish

Polish

English

French

German

Spanish

Hindi

Malay

Russian

Bengali

Filipino

Ukrainian

Vietnamese

Japanese

Tamil

Thai

Dutch

Korean

Arabic

Swedish

Turkish

Polish

English

French

German

Spanish

Hindi

Malay

Russian

Bengali

Filipino

Ukrainian

Vietnamese

Japanese

Tamil

Thai

Dutch

Korean

Arabic

Swedish

Turkish

Polish

English

French

German

Spanish

Hindi

Malay

Russian

Bengali

Filipino

Ukrainian

Vietnamese

Japanese

Tamil

Thai

Dutch

Korean

Arabic

Swedish

Turkish

Polish

How we blend AI and human expertise

1. Taxonomy creation

We design tailored taxonomies to match the model's use cases and capabilities. By starting with unique taxonomies for each domain of knowledge, we end up with well-structured and representative datasets.

Performed by:

Domain superexpert

Data architect

Outcome:

Taxonomy for each unique use case

2. Data generation

We augment state-of-the-art AI & ML technologies with expert human feedback in sophisticated data pipelines.

Our team has the expertise and experience to:

  • Generate synthetic data from scratch, or validate your pre-generated data at any stage.

  • Select top-performing models with appropriate licenses tailored to your needs.

  • Develop complex data pipelines for processing raw internet-sourced data or proprietary datasets.

Input raw data:

Your proprietary data

Open-source dataset

Relevant raw data from the internet

Crowdsourced data

Performed by:

Technologies / LLM Pipeline

Human Experts

Outcome:

Raw generated dataset

3. Data verification

Our experts perform comprehensive validations on generated data to curate an accurate and reliable dataset for your model's needs.

Input:

Synthetic data

Hybrid data

Performed by:

Human Experts

Outcome:

High quality dataset

Data Solutions

Our solutions cover tasks of any complexity with diverse and comprehensive datasets.

Case Studies

AI Safety Dataset Generation

Data type:

Evaluation dataset

Client type:

Big tech

Experts:

Skilled Editors

Language:

English

Volume:

12500 datapoints

13 categories

375 subcategories

3 personas

Application:

Assessing the safety of text-to-text interactions with a general use AI chat model

View case details

Synthetic data verification and/or editing

Data type:

Demonstrations

Client type:

Enterprise

Experts:

Skilled Editors

Language:

English

Volume:

9000 datapoints

Application:

Post training for enterprise model

View case details

Get the best possible data to power your LLM or VLM