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Powering LLMs with Secure AI Training Data for Government Deployments

Innodata: Powering AI-Driven Innovation for the Public Sector

Innodata is a leading provider of AI data solutions, model fine-tuning, AI safety services, and traditional AI solutions, helping government agencies, defense organizations, and public sector institutions maximize the potential of artificial intelligence. With over 35 years of experience in AI training data, model evaluation, and AI governance, Innodata ensures that public sector AI initiatives are built on high-quality, secure, and ethically sourced data to drive mission success.

Comprehensive AI Data Solutions: Traditional AI & Machine Learning Services

AI and machine learning initiatives in the public sector require high-quality, structured, and domain-specific data to ensure optimal performance. Innodata provides a full suite of traditional AI services, supporting government agencies with:

  • Data Preparation & Annotation – Structured and unstructured data processing for text, speech, images, video, and sensor data.
  • Data Labeling & Classification – Entity recognition, object detection, taxonomy development, and content categorization for intelligence, compliance, legal, and cybersecurity applications.
  • Tagging & Metadata Creation – Enhancing document intelligence, archival digitization, and geospatial analysis through AI-powered data structuring.
  • Transcription & Language Processing – Speech-to-text, translation, and multilingual AI model training across 85+ languages and dialects.
  • Data Extraction & Normalization – Automated document processing for government records, financial compliance, and security intelligence.

These solutions enable AI-driven automation, improve decision-making for public sector agencies, and ensure data quality for LLMs, SLMs, and LVMs deployed across government operations.

Optimizing Large Language Models (LLMs), Smaller Language Models (SLMs), and Large Vision Models (LVMs) for Government Use

Government agencies increasingly rely on LLMs, SLMs, and LVMs to enhance decision-making, intelligence analysis, and citizen services. Innodata provides end-to-end support for fine-tuning and optimizing these AI models, ensuring they meet public sector demands for accuracy, security, and efficiency.

  • LLMs (Large Language Models): Fine-tuned for policy analysis, cybersecurity threat detection, legal research automation, multilingual document translation, and intelligence summarization.
  • SLMs (Smaller Language Models): Tailored for on-premise and edge deployments where agencies need efficient, domain-specific AI solutions that can operate in secure or air-gapped environments with limited computational resources.
  • LVMs (Large Vision Models): Fine-tuned for geospatial intelligence, surveillance, aerial reconnaissance, medical diagnostics, and automated document processing in large-scale public sector applications.

Innodata’s expertise in supervised fine-tuning, retrieval-augmented generation (RAG), and reinforcement learning from human feedback (RLHF) ensures that government-deployed AI models are optimized for mission-critical use cases with high precision and minimal bias.

AI Training Data & Model Fine-Tuning for Government Needs

Public sector agencies rely on AI to enhance efficiency, improve decision-making, and support critical initiatives across defense, cybersecurity, law enforcement, healthcare, and citizen services. Innodata specializes in custom data annotation, collection, and synthetic data generation across text, speech, image, video, and sensor data to improve AI model accuracy.

Whether for automated document processing, intelligence analysis, threat detection, or healthcare diagnostics, Innodata provides domain-specific data solutions tailored to government applications.

Additionally, Innodata enables supervised fine-tuning of LLMs, SLMs, and LVMs to enhance performance for specialized government tasks, including multilingual document translation, classified information extraction, legal research automation, and cybersecurity anomaly detection.

AI Safety, Red Teaming & Compliance for Secure Government AI Deployments

Governments must ensure AI systems are secure, unbiased, and aligned with federal policy guidelines. Innodata’s automated AI testing and evaluation platform proactively identifies vulnerabilities, biases, and risks in AI models through adversarial testing, red teaming, and AI safety evaluation.

  • Model Security & Compliance: Ensuring LLMs, SLMs, and LVMs meet evolving government AI regulations through AI risk assessments, adversarial robustness testing, and ethical AI governance.
  • Bias & Fairness Evaluation: Detecting and mitigating unintended biases in AI-driven decision-making, particularly in law enforcement, hiring, financial aid, and healthcare applications.
  • Resilient AI for National Security: Providing hardened AI models that can withstand adversarial attacks, misinformation campaigns, and cybersecurity threats across defense, intelligence, and critical infrastructure sectors.

Transforming Government Operations with AI-Driven Automation

Innodata helps agencies modernize operations by automating data-heavy workflows and improving operational efficiency. Key use cases include:

  • FOIA request processing and document summarization using fine-tuned LLMs.
  • Automated claims processing for government benefit programs.
  • Geospatial intelligence enhancement through LVM-powered aerial and satellite image analysis.
  • Secure, offline-ready AI solutions using SLMs for defense, classified, and edge computing environments.
  • Scalable, Secure, and Mission-Ready AI Solutions
  • With 20+ global delivery locations, 5,000+ in-house AI experts, and support for 85+ languages and dialects, Innodata ensures rapid deployment and scalable AI solutions for public sector agencies. Whether supporting defense intelligence, federal research, smart city initiatives, or public health AI applications, Innodata delivers trusted, high-precision AI solutions that empower government agencies to achieve their mission objectives.

By partnering with Carahsoft, Innodata brings its AI expertise, traditional AI services, and advanced data solutions to the public sector, helping agencies deploy responsible, transparent, and high-performing AI systems to serve citizens effectively and securely.