AI Lifecycle Solutions

Generative AI Services

Transforming businesses with the power of Generative AI.

Innodata's Generative AI Services

At its core, Generative AI refers to the subset of AI that is focused on enabling machines to produce text, images, music, and other media types autonomously through training advanced ML models, like large language models and transformer models.

Whether your company chooses to build its own models, fine-tune existing models, or adopt a large language model as-is, Innodata offers end-to-end services and support broken into four distinct categories:

01. Ideate

Align with your business objectives, decode automation roadmaps, and find where generative AI can foster innovation within your organization with Innodata’s consultative vision workshops. Our design thinking and strategic planning create a person/machine synergy, poised to revolutionize your organization. With expert business case development, we ensure tangible outcomes at every step.

02. Prepare

The second pillar of our generative AI solutions starts by defining a precise task taxonomy. We expertly source diverse data, like text, document, image, video, and audio data, laying the foundation for high-quality training data. Through Innodata’s proprietary platforms and in-house experts, we create tailored instruction datasets for your generative model development.

Ethical Data Collection innodata

03. Implement

Our expert generative AI team excels in integrating cutting-edge AI capabilities into your existing systems or crafting bespoke applications tailored to your needs. With a focus on prompt engineering, RLHF, reward modeling, fine-tuning with high-quality data annotation, red teaming, and rigorous model testing, ensuring that your AI models are giving your business a competitive edge.

04. Orchestrate

We ensure that your models stay ahead of the curve, adapting to changing data patterns and user behaviors. Using a holistic approach, we provide ongoing maintenance into the tangible impacts of your AI initiatives. Our expertise covers critical aspects like ongoing RLHF, managing model drift, model hosting, and efficient pipeline automation.

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Not Sure Where to Start?

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Ways Our Customer’s Have Applied Generative AI

Innodata empowers the expansion of your AI initiatives with a diverse array of practical use cases spanning text, image, video, sensor, audio, database, and code-driven data.

Innodata Customer Testimonial

Innodata really adds value to our operations. We trust the Innodata team to help us transform the data into training-ready annotations, which allows us to move quickly through the algorithm development lifecycle. Thanks to Innodata, we were able to quickly correct/edit some model-derived predictions, get the model re-trained, and push a new version of an inspection model that performed well in both urban and rural settings.
Ben Cook
Founder & ML Engineer, Sparrow Computing

Innodata’s Training Data Taxonomy for Generative AI

Innodata’s training data capabilities span data modalities, languages, and domains, and nine categories of tasks.

• Answer Verification
• Answerability Classification
• Explanation (e.g., How it Works, Idiom Meaning)
• Suggestion (e.g., Breakfast Suggestions)
• Fact Verification
• Question Decomposition
• Question Generation
• Question Rewriting
• Question Understanding
• Recommendation
• Multiple Choice QA
• Input inversion (Jeopardy style)
• Closed QA & Open QA

• Coherence Classification
• Commonsense Classification
• Cause Effect Classification
• Mathematics
• Intent Identification
• Irony Detection
• Negotiation Strategy Detection
• Stance Detection
• Stereotype Detection
• Sentiment Analysis
• Textual Entailment
• Toxic Language Detection
• Harmful Content Detection
• Inference
• Chain-of-Thought
• Find Repeated Patterns
• Find Differences/Similarities

• Coreference Resolution
• Data-to-Text
• Entity Generation
• Entity Relation Classification
• Information Extraction
• Keyword Tagging
• Language Identification
• Named Entity Recognition
• Number Conversion
• Word Analogy
• Word Relation Classification
• Wrong Candidate Generation
• Word Sense Disambiguation

• Grammar Error Correction
• Grammar Error Detection
• Spelling Error Detection
• Punctuation Error Detection
• Paraphrasing
• Sentence Composition
• Sentence Compression
• Sentence Expansion
• Sentence Ordering
• Sentence Perturbation
• Synonyms/Antonyms

• Paper Review
• Summarization
• Title Generation
• Email Subject Generation
• Poem Generation
• Story Composition
• Checklist
• Jokes
• Culinary Recipes
• Brainstorming

• Section Classification
• Spam Classification
• Style Transfer
• Text Categorization
• Text Completion
• Text Matching
• Text Quality Evaluation
• Text Simplification

• Dialogue Act Recognition
• Dialogue Generation
• Dialogue State Tracking
• Discourse Connective Identification
• Discourse Relation Classification
• Speaker Identification
• Speaker Relation Classification

• Code-to-Text
• Text-to-Code
• Program Execution
• Data-to-Text
• Document the Code
• Find the Bug
• Synthetic Data Generation

• Source Language to Target Language

Complex Initiatives Need Expert Solutions.

Navigate Generative AI Together.

Complex initiatives need expert solutions.

Navigate Generative AI together.

Global Delivery Centers and Language Capabilities

Innodata boasts an extensive global delivery network that encompasses native speakers in over 20 strategic locations. We have the infrastructure to seamlessly incorporate new languages across any time zone, and the ability to establish additional global delivery centers tailored to your needs.

Authoring & Domain Expertise

With 4,000+ in-house SMEs spanning all industries, Innodata offers content authoring, technical writing and rewriting, grammatical and syntactical editing, and summarization in over 40+ languages. By partnering with Innodata, organizations can ensure generative AI models are trained on leading domain-specific multilingual data.

Proven Reputation & Quality

At our core, we are a global data engineering company engaged by the largest technology companies to help build world-class generative AI foundation models and by leading enterprises to drive AI within their products and operations. We have a reputation for agility, scalability, customer-centricity, and the highest-quality data.

Innodata Customer Testimonial

Some of the most important data in our products and services require tremendous manual collection efforts. Innodata has been an invaluable partner, not only in providing high quality digitization, but also in helping us to understand, design, and manage the processes required to operate these kind of collections at scale. Communication is key in these kinds of partnerships and the Innodata team makes it incredibly easy to work with them; they are an outstanding partner.
Kelly Bennett
CEO, B3 Insights

Not Sure Where to Begin with Generative AI?

Live Chat with Our AI Concierge, Naomi

Not Sure Where to Begin with Generative AI?

Live Chat with Our AI Concierge, Naomi.

Innodata Customer Testimonial

Some of the most important data in our products and services require tremendous manual collection efforts. Innodata has been an invaluable partner, not only in providing high quality digitization, but also in helping us to understand, design, and manage the processes required to operate these kind of collections at scale. Communication is key in these kinds of partnerships and the Innodata team makes it incredibly easy to work with them; they are an outstanding partner.
Kelly Bennett
CEO, B3 Insights
How We Are Helping Our Customers
Implement Generative AI

Innodata Customer Testimonials

Navigate Generative AI with Innodata.

Inquire below to discover more, connect with a specialist, or book a strategy session.

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Innodata Customer Testimonials

Navigate Generative AI with Innodata.

Inquire below to discover more, connect with a specialist, or book a strategy session.

Step 1 of 5

Which data type(s) are you working with?(Required)

(NASDAQ: INOD) Innodata is a global data engineering company delivering the promise of AI to many of the world’s most prestigious companies. We provide AI-enabled software platforms and managed services for AI data collection/annotation, AI digital transformation, and industry-specific business processes. Our low-code Innodata AI technology platform is at the core of our offerings. In every relationship, we honor our 30+ year legacy delivering the highest quality data and outstanding service to our customers.

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