Unlocking Aviation Insights and Automating Language Tasks with AI & LLMs

Mosaic empowers aviation organizations to extract hidden insights and automate complex language-driven processes using advanced AI and Large Language Models (LLMs)

We help customers find the needle in the unstructured data haystack, pulling insights from text, voice, audio, images, and speech to support operational and strategic decision-making across the aerospace industry. With our deep expertise in data engineering, machine learning, generative AI, and enterprise AI deployment, we take a consultative approach to building tailored solutions that drive powerful business outcomes. 

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Develop and Evaluate Authorization Applications with EASEL-AI

Navigating the regulatory landscape for small Unmanned Aircraft System (sUAS) operations can be complex and time-consuming. Mosaic ATM’s EASEL-AI streamlines the process by automating the development and evaluation of authorization requests, including Part 107 waivers for Beyond Visual Line of Sight (BVLOS) operations. Leveraging the power of LLMs, EASEL-AI identifies document requirements, assesses their completeness relative to those requirements, and provides a detailed breakdown to help refine applications.

Discover Enterprise Architecture and System Engineering Leveraging AI (EASEL-AI)

Advanced AI Applications in Aviation

Traditional Natural Language Processing (NLP) is evolving. With the advent of LLMs and generative AI, aviation organizations can move beyond basic text analysis and leverage AI to understand, generate, and automate language-based tasks with unprecedented accuracy and efficiency — like a supercharged SME assistant. 

Mosaic categorizes our AI-driven language solutions into three key areas: 

Intelligent Document Processing & AI-Driven Search 

AI and LLMs enable rapid classification, retrieval, and analysis of aviation-related documents:

  • Purchase orders, service agreements, and maintenance logs: AI automatically extracts key data and highlights discrepancies. 
  • Regulatory filings and compliance documents: LLM-powered tools ensure compliance by identifying crucial policy changes and requirements. 
  • Real-time contextual search: AI-driven knowledge management systems allow aviation professionals to instantly retrieve the most relevant information from vast amounts of unstructured data. 
Discover EASEL-AI for Drone Waivers
Generative AI for Advanced Aviation Insights

AI models can process and generate human-like text, transforming how aviation professionals interact with data:

  • Automated flight safety report summaries: AI extracts critical insights from incident reports to enhance risk assessments. 
  • Predictive maintenance insights: AI identifies patterns in maintenance logs, forecasting potential failures before they occur. 
  • Conversational AI for aviation operations: Virtual assistants provide instant answers to complex regulatory and operational queries. 
Discover Contextual Language Analysis Use Cases
AI-Powered Voice and Audio Processing

Voice and speech recognition technologies powered by AI are revolutionizing aviation communications:

  • Speech-to-text conversion for air traffic control: AI transcribes and analyzes ATC communications to improve situational awareness.
  • Automated voice command processing: AI enhances drone and UAV operations by interpreting voice-based instructions for autonomous systems.
  • Sentiment analysis for customer interactions: Airlines can gauge customer sentiment from call center interactions, social media, and surveys to improve service quality.
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A History Rooted in Natural Language Processing  

Our expertise in AI-driven language solutions has evolved alongside advancements in machine learning and generative AI. With nearly two decades of experience at the forefront of AI and ML innovation, Mosaic brings a depth of knowledge and a track record of success. Below is a timeline showcasing our journey in developing cutting-edge AI solutions for aviation: 

2010s

Early adoption of NLP for document classification and entity extraction in aviation safety reports.

2015

Integration of deep learning for contextual search and automated information extraction.

2018

Deployment of speech recognition models for ATC and pilot communications analysis.

2020

Expansion into LLM-powered applications, enabling intelligent document processing and automated regulatory compliance tracking.

2023

Advanced generative AI implementations, including AI-powered copilots for maintenance and operations, autonomous report generation, and real-time conversational AI for aviation professionals.

2024-Present

Multi-modal visual language models (VLMs) for extracting actionable insights from images, diagrams, and charts with integrations SE and MBSE.

Real World Examples of Mosaic’s Aviation GenAI Capabilities

Mosaic helps organizations leverage aviation large language models to transform unstructured data into actionable intelligence. Whether you’re looking to implement your first AI-powered language solution or optimize an existing one, our experts have proven experience in models like LLMs, VLMs, and model technologies like RAG and Agentic workflows. Explore our recent GenAI projects below.  

Air Traffic Communication
Document Classification

Mosaic ATM’s language models (LLMs) can transform aviation safety by capturing and analyzing real-time communications between pilots and air traffic controllers. By combining voice-to-text transcription with contextual language analysis, we’re pioneering scalable, privacy-conscious solutions that detect anomalies, highlight procedural deviations, and deliver actionable insights—supporting both immediate decision-making and long-term safety improvements.

Aviation Regulatory Standards

Mosaic ATM supports NASA by applying advanced AI and systems engineering to map aviation regulatory standards, ensuring emerging technologies align with current and evolving compliance frameworks. Our work streamlines the integration of innovations into the National Airspace System by identifying regulatory gaps, harmonizing standards, and accelerating certification pathways.

NLP for Energy

Mosaic ATM leverages natural language processing (NLP) to help large energy enterprises transform vast stores of unstructured data—such as technical documents, maintenance logs, and operational reports—into actionable insights. Our custom AI solutions enhance decision-making, optimize asset management, and support safety and compliance across complex industrial operations.

EASEL-AI

EASEL-AI revolutionizes search capabilities by leveraging advanced LLMs to provide contextual insights beyond simple document retrieval. This enables better decision-making through unparalleled accuracy and seamless integration with existing systems. Our customizable approach ensures the solution fits perfectly with your unique requirements.

Cross-Industry LLMs

Mosaic ATM applies LLMs to industries beyond aviation, delivering tailored AI solutions that streamline operations, enhance decision-making, and unlock value from unstructured data. From healthcare to finance to energy, our expertise in natural language processing empowers organizations to solve complex challenges with intelligent, domain-specific tools.

VLMs for Automotive Applications  

Mosaic ATM develops and deploys Vehicle Language Models (VLMs) tailored for automotive applications, enabling advanced in-vehicle communication, driver intent recognition, and seamless voice-driven control. Our custom AI solutions enhance safety, user experience, and system integration across modern automotive platforms.

How AI & LLMs Process and Analyze Aviation Data  

Extracting and Understanding Data from Multiple Modalities

LLM-Powered Data Processing | Multimodal AI | Advanced Text & Speech Extraction | OCR

Training and Optimizing AI Models for Aviation Applications

Summarization | Classification | Contextual Search | Generative AI for Insights | Human-In-the-Loop Workflows

Scalable AI Architectures for Real-Time Aviation Intelligence

Cloud & Edge AI | Parallel Processing | Enterprise AI Integration | Quantifying and Evaluation of Performance

Why Choose Mosaic for Aviation Large Language Models

It is widely accepted that almost 80% of data an organization collects is unstructured. Mosaic helps aviation organizations leverage AI to transform unstructured data into actionable intelligence. Whether you’re looking to implement your first AI-powered language solution or optimize an existing one, our experts are ready to help. Mosaic can help you implement your first aviation Large Language Model application or improve an existing one. We bring the deep machine learning expertise necessary to take advantage of these powerful algorithms quickly, offering:  

Deep Aviation Expertise

Decades of experience supporting airlines, regulatory agencies, and aerospace firms.

Cutting-Edge AI Models

Harnessing the latest LLM and generative AI capabilities to solve complex aviation challenges.

Tailored Deployments

Custom-built AI solutions that integrate seamlessly into existing aviation workflows.

Proven Results

AI-powered automation that reduces costs, enhances efficiency, and drives smarter decision-making.

Take Our Aviation Large Language Models Fact Sheet to Go

Learn more about Mosaic ATM’s LLM & GenAI capabilities.

Mosaic helps aviation organizations leverage AI to transform unstructured data into actionable intelligence. By bringing dynamic software development & expertise into deep learning development, Mosaic ATM is poised to build a custom AI language processing system that will save your aviation operation millions.