Innodata Solutions for the Public Sector

Generative AI & LLM Solutions

• Supervised Fine-Tuning of LLMs – Optimizing large language models with domain-specific datasets for improved accuracy and contextual understanding.
• Prompt Dataset Creation – Custom datasets designed for pre-training and fine-tuning LLMs across various use cases.
• Chain-of-Thought Reasoning – Data preparation for models to execute logical multi-step reasoning.
• Multimodal Fine-Tuning – Enhancing AI models with text, image, audio, video, and sensor data integration.
• Human Preference Optimization (RLHF & DPO) – Aligning AI models with user preferences through reinforcement learning techniques.
• Retrieval-Augmented Generation (RAG) Optimization – Enabling AI to access and retrieve external knowledge for dynamic response generation.
• Conversational AI & Chatbot Fine-Tuning – Custom training data for dialogue systems, virtual assistants, and AI-driven chatbots.
• Automated AI Content Generation & Evaluation – AI-generated summaries, articles, reports, and validation for high-quality outputs.
• Cross-Lingual & Multilingual AI Model Training – Developing AI that understands and generates text in 85+ languages.
• Domain-Specific LLM Customization – Fine-tuning LLMs for industries such as finance, law, healthcare, and security.

Data Collection & Annotation Services

• Multilingual Data Annotation – High-quality annotation in 85+ languages for NLP and localization.
• Text, Image, Audio, and Video Annotation – Comprehensive labeling services for AI training data across multiple modalities.
• Optical Character Recognition (OCR) Dataset Creation – Generating labeled datasets for document AI and automated text extraction.
• Speech Transcription & Speaker Identification – High-accuracy speech-to-text conversion with speaker diarization.
• LiDAR and Autonomous Vehicle Data Labeling – 3D point cloud annotation and object detection for self-driving applications.
• Sentiment Analysis & Emotion Detection – Annotation of emotional tone and polarity in text, speech, and images.
• Medical Image & Radiology Annotation – Specialized annotations for pathology, MRI, CT scans, and ultrasound imaging.
• Legal Document Annotation & Classification – Structuring contracts, case law, and regulations for AI-powered legal solutions.
• Financial Document Labeling – Categorization of invoices, bank statements, and regulatory filings for AI models.
• Geospatial & Satellite Image Annotation – Training data for environmental monitoring, defense, and navigation AI.
• Retail & E-commerce Data Labeling – Product categorization, recommendation engine training, and customer sentiment analysis.
• Autonomous Systems Training Data – Annotating datasets for robotics, drones, and industrial automation.

AI Model Safety, Red Teaming & Evaluation

• Adversarial Testing & Red Teaming – Identifying vulnerabilities and weaknesses in AI models through structured attacks.
• Bias Detection & Fairness Audits – Ensuring AI models do not exhibit harmful bias in decision-making.
• Regulatory Compliance & AI Governance – Evaluating AI models to meet industry standards and ethical requirements.
• Harm Taxonomy & Model Safety Assessments – Comprehensive categorization of potential AI risks and safety failures.
• Robustness Testing for AI Models – Evaluating model resilience against adversarial prompts and real-world scenarios.
• Content Moderation & Toxicity Filtering – Training AI models to detect and filter inappropriate content.
• Fact-Checking & Misinformation Detection – Ensuring AI-generated content is accurate and unbiased.
• AI Jailbreaking & Security Audits – Evaluating AI vulnerabilities and strengthening safety mechanisms.

Domain-Specific AI Solutions

• Healthcare AI – AI for medical imaging, clinical documentation, and EHR processing.
• Finance AI – AI-powered fraud detection, risk assessment, and algorithmic trading models.
• Legal AI – AI-driven contract analysis, case law research, and compliance monitoring.
• Pharmaceutical AI – AI-driven drug discovery, clinical trial analysis, and regulatory compliance.
• Government & Defense AI – AI solutions for intelligence analysis, surveillance, and counterterrorism.
• Education AI – AI-powered personalized learning platforms and automated grading systems.
• Geospatial AI – Satellite image analysis and geospatial intelligence solutions.
• Cybersecurity AI – AI-driven intrusion detection, phishing prevention, and digital forensics.
• Manufacturing & Industrial AI – AI-based predictive maintenance, defect detection, and process automation.
• Retail & Consumer AI – AI-driven product recommendations, inventory optimization, and customer insights.
• Energy & Utilities AI – Predictive analytics for grid management, renewable energy optimization, and emissions monitoring.
• Human Capital & Workforce AI – AI for talent acquisition, workforce planning, and HR analytics.

Enterprise AI Solutions & Consulting

• AI Strategy & Implementation Consulting – Assisting organizations in AI adoption and integration.
• AI-Powered Document Intelligence – Automating document processing for business efficiency.
• Ethical AI Policy Development – Creating governance frameworks for responsible AI usage.
• AI Workflow Automation – Optimizing enterprise processes through intelligent automation.
• Knowledge Management & Retrieval AI – AI-driven search and retrieval solutions for large knowledge bases.
• Generative AI & NLP Applications for Enterprises – Deploying AI chatbots, summarization tools, and virtual assistants.
• Intelligent Process Automation (IPA) & RPA – Automating repetitive business processes for efficiency and cost savings.
• Conversational AI & Voice Assistants – AI-driven customer service, voice recognition, and virtual agent deployment.
• AI-Driven Competitive Intelligence & Market Research – Leveraging AI for trend analysis, consumer insights, and competitor tracking.

Innodata provides scalable, high-quality AI solutions that empower businesses, governments, and enterprises to harness the full potential of artificial intelligence.