Generative AI Data Solutions

Generative AI Data Solutions

Supervised
Fine-Tuning

Supervised
Fine-Tuning

High-Quality Data for Fine-Tuning LLMs.

High-Quality Data for Fine-Tuning LLMs.

Generative AI Data Solutions

Generative AI Data Solutions

Supervised
Fine-Tuning

Supervised
Fine-Tuning

High-Quality Data for Fine-Tuning LLMs.

High-Quality Data for Fine-Tuning LLMs.

Innodata offers a full suite of services dedicated to developing and refining data for training both existing and pre-trained large language models (LLMs) through supervised fine-tuning.

Our team of linguists, taxonomists, and subject matter experts create golden datasets, custom taxonomies, and domain-specific data for a wide range of tasks and subtasks (over 90 and growing) in more than 85 native languages.

With 20+ global delivery centers and a team of 5,000+ on-demand in-house experts, we ensure that the data fueling your LLM super vised fine-tuning leads to optimal model performance.

Supervised Fine-Tuning

Data Serving Scenarios,
Tasks, and Subtasks

Innodata excels in creating data to support a wide range of simple to highly complex supervised fine-tuning scenarios. Our expert teams develop high-quality training datasets across data modalities, languages, and domains, supporting a wide range of model tasks and subtasks (90+ and counting).

Scenarios

Chain-of-Thought & In-Context Learning:
Series of reasoning steps laying out variables and building up the final answers.

Data Augmentation:
Imitation data review, input inversion and contrast/perturbations.

Dialog:
Turn-by-turn conversations.

Full Length:
Original content, professional summaries, complex documentation, systematic reviews.

 Scenarios

Chain-of-Thought & In-Context
Learning:
Series of reasoning
steps laying out variables and
building up the final answers.

Data Augmentation: Imitation
data review, input inversion and
contrast/perturbations.

Dialog: Turn-by-turn
conversations.

Full Length:
Original content,
professional summaries, complex
documentation, systematic
reviews.

Tasks
Creation
Creation

Experts Across Diverse Domains

Innodata’s global on-demand teams create customized datasets that meet your domain-specific data requirements for fine-tuning LLMs.
In-house linguists, taxonomists, and subject matter experts span a range of diverse domains, including:

Legal
Legal

Caselaw, Legislations, Privacy, IP, Contracts, Tax & Accounting, International Law, International Arbitration, Regulatory Compliance

Sciences
Sciences

General Physics, Geo Physics, Astrophysics, Thermo Dynamics, Chemistry, Biochemistry, Geology, Biotechnology, Algebra, Calculus, Statistics & Probability

Engineering
Engineering

Electrical, Radio & Communications, Mechanical, Aerospace, Software Engineering

History & Arts
History & Arts

General History, Modern History, Music, Fine Arts, Electronic Arts, Copyright and Licensing

Banking & Finance
Banking & Finance

Investment Banking, Credit Rating, Risk Management, Retail Banking, Hedge Funds, Options & Futures, Collateral Risk, Derivatives, Commodities, ESG, Governance, Mortgage & Loans

General Content
General Content

Trade Books, E-books & Audio Books, Magazine & Periodicals, Educational Content, Digital Media

 Healthcare
Healthcare

Payee/Payer, GCP, EHR, Clinical Science, Pharmacology, Nursing, Biomarkers, Drug Interactions, Molecular Biology, Veterinary Sciences

Pharma & Drug
Pharma & Drug

Drug Information, Drug Safety, Structured Product Labelling, Drug Regulations, Pharmacokinetics, Drug Interactions

Insurance
Insurance

Payee, Payer Processing, Underwriting, Insurance Regulations, General Insurance, Health Insurance, Vehicle Insurance, Reinsurance, Insurtech

Biology
Biology

Agriculture, Marine Biology, Oceanography, Pest & Crop Disease

Social Media
Social Media

Entity Recognition, Brand Tracking, Event Detection, Risk Prediction, Ad-Fraud, Spam Detection, Data Security, Fairness Evaluation

Technology
Technology

Cloudtech, Analytics, Software, Hardware, AI & Gen AI, Robotics, Smart Devices & Wearables, AR/VR, Faang

Government
Government

Defense, Government Information, Operations, Permits

Mobility
Mobility

Autonomous Driving & Vehicles, Navigation & Maps

Retail & Ecommerce
Retail & Ecommerce

FMCG, Pharma, Fashion & Jewelry, Ecommerce

 Energy & Utility
Energy & Utility

Oil & Gas, Production & Distribution

Electrical Energy
Electrical Energy

Power Generation, and Energy Distribution

And Many More
And Many More

On-staff industry specialists to handle any need across domains…

Experts Across Diverse Domains

Innodata’s global on-demand teams create customized datasets that meet your domain-specific data requirements for fine-tuning LLMs. In-house linguists, taxonomists, and subject matter experts span a range of diverse domains, including:

How Innodata Accelerates Your Generative AI Fine-Tuning

Innodata accelerates your generative AI initia tives with a global network of 5,000+ in-house SMEs across all major domains. Our SMEs hold advanced degrees, including Masters and PhDs, and possess deep industry knowledge for any dataset need.

Our expert teams craft high-quality training datasets that cater to a vast array of super vised fine-tuning scenarios. This data encom passes diverse modalities (text, image, video, audio, code) and over 85 languages.

We excel in creating training datasets for even the most complex fine-tuning tasks. Our expertise spans diverse modalities, a multitude of languages, and nuanced domain-specific content.

We excel in creating training datasets for even the most complex fine-tuning tasks. Our expertise spans diverse modalities, a multitude of languages, and nuanced domain-specific content.

Innodata accelerates your generative AI initia tives with a global network of 5,000+ in-house SMEs across all major domains. Our SMEs hold advanced degrees, including Masters and PhDs, and possess deep industry knowledge for any dataset need.

Our expert teams craft high-quality training datasets that cater to a vast array of super vised fine-tuning scenarios. This data encom passes diverse modalities (text, image, video, audio, code) and over 85 languages.

High-Precision Training Data

Our expert teams craft high-quality training datasets that cater to a vast array of super vised fine-tuning scenarios. This data encom passes diverse modalities (text, image, video, audio, code) and over 85 languages.

Your Partner for Generative AI Model Development.

Innodata is your comprehensive Generative AI data partner. Beyond data for supervised fine-tuning, we provide services for human preference optimization, RAG development, red teaming, and model safety and evaluation services. Talk to an expert today.

Fuel Advanced AI/ML Model Development With Innodata’s Data Solutions for Generative AI

Innodata is your comprehensive Generative AI data partner. Beyond data for supervised fine-tuning, we provide services for human preference optimization, RAG development, red teaming, and model safety and evaluation services. Talk to an expert today.