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Generative AI & Advanced ML Engineering

Azati delivers advanced AI and Generative AI development services, including deep learning, predictive analytics, natural language processing (NLP), computer vision, AI-powered search, and GenAI solutions. We help businesses apply large language models (LLMs), custom generative applications, and intelligent automation to optimize workflows, improve efficiency, and enable data-driven decision-making for sustainable growth.

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30-55%

cost reduction in manual processes

50-80%

reduction in human errors

3-7x

faster decision-making

Clients Feedback

Our clients report substantial improvements in automation and innovation after adopting our AI-powered solutions, including deep learning, natural language processing (NLP), and computer vision, which elevate the competitiveness of their products.
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"We are well satisfied with their work and are planning to include Azati Software in future development and operation."
Sebastian Schmidt
COO, MusicDNA
5 star rating
"The app has never crashed, which is a testament to the quality of the code they put into this."
Enrique Franklin
Co-founder, HOPNBR
5 star rating
"They really know their craft."
Tom Caltagirone
Owner, Aptagen
5 star rating
"I know that, if I have a question, their team will have an answer, or they will figure it out a lot faster than I could."
Axel Sturmann
IT Manager, Venstar Exchange
5 star rating
"Our users love the portal which is the reason we’ve been successful."
Martin Goffman
CEO, SequenceBase
5 star rating

From First AI Use Cases To Enterprise-Scale AI

Whether you're launching your first ML model or scaling AI across the enterprise, we deliver systems that work in production.

AI Exploration & Proof of Concept (PoC)

Validate AI feasibility, build proof-of-concepts, and identify high-impact use cases to accelerate your AI journey.

AI-First Product Development

Integrate ML models, LLMs, and intelligent automation into your core product with production-ready architecture.

Enterprise AI Transformation

Modernize data infrastructure, deploy scalable AI systems, and operationalize ML across business units.

Mission-Critical AI Systems

Engineer high-availability AI platforms with enterprise security, governance, and regulatory compliance built-in.

We partner with companies turning AI potential into production reality.
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Tell us about your AI development needs

Our AI experts can join your team in less than two weeks and start delivering secure, scalable solutions.

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  • We design custom Machine Learning models from AI-powered computer vision and NLP to semantic search. Our AI/ML solutions help businesses optimize operations, automate workflows, and make data-driven decisions with scalable performance.

    • Classification & regression models
    • Recommendation engines
    • Anomaly detection systems

  • Our predictive analytics platforms leverage AI and ML algorithms to transform historical patterns and real-time data into actionable forecasts. Enable proactive planning, resource optimization, and risk mitigation across your operations.

    • Demand forecasting
    • Customer churn prediction
    • Financial risk modeling

  • We deliver real-time object detection, facial recognition, and quality control at scale. Our computer vision solutions transform images and video into structured intelligence that drives automation in manufacturing, retail, security, and logistics.

    • Object detection & tracking
    • Defect identification & QA
    • Facial recognition systems

  • We build Natural Language Processing systems that understand context, intent, and nuance, from intelligent chatbots to sentiment analysis and document understanding. Our NLP solutions enhance customer experience, automate communication, and extract insights from unstructured text.

    • AI chatbots & virtual assistants
    • Sentiment analysis
    • Text classification & extraction

  • Our AI-powered services transform paper archives and scanned files into structured, searchable data. Leveraging intelligent OCR and automated classification, we eliminate manual processing, ensure accuracy, and unlock value from legacy documents.

    • Intelligent OCR & data extraction
    • Document classification
    • Form processing automation

  • We architect semantic search solutions that understand meaning, not just keywords, delivering context-aware results in milliseconds. Transform how your organization accesses knowledge and ensures critical information reaches the right people.

    • Semantic enterprise search
    • Vector-based similarity search
    • Multi-modal search systems

  • We design enterprise-grade generative AI systems, from fine-tuned LLMs to intelligent agents and RAG architectures. Our GenAI solutions integrate into workflows, maintain security standards, and deliver ROI through automation and augmented decision-making.

    • Custom LLM fine-tuning
    • RAG implementation
    • AI agent development

  • Our AI consulting services help companies identify high-impact use cases, navigate implementation complexity, and build scalable infrastructure. We accelerate your journey from experimentation to production-grade systems that drive measurable outcomes.

    • AI readiness assessment
    • Use case identification & prioritization
    • Implementation roadmap development

LLMs That Work in Your Business,
Not Just in a Demo

End-to-end LLM development for enterprises that need more than a demo, built for scale, security, and production reality.

20-30%

time savings

30-50%

time reduction

20-40%

budget efficiency

Custom Model Fine-Tuning

Trained on your data, your domain.

Autonomous AI Agents

Multi-step workflows, fully automated.

RAG Pipeline Development

Accurate answers from your knowledge base.

Enterprise-Grade Security

Compliant, isolated, auditable by design.

Explore LLM Services

Our Roadmap to Success in AI Development

Our step-by-step approach ensures innovation and quality at every stage of your ML model development, from business goals to continuous improvement.

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  1. 1

    Business Goal & Use Case Definition

    Identify high-impact AI opportunities and define success metrics, constraints, and ROI expectations.

  2. 2

    Data Assessment & Engineering

    Evaluate data quality, build pipelines, perform feature engineering, and establish governance protocols.

  3. 3

    Model Design & Experimentation

    Architect model approach, run experiments, compare architectures, and validate hypotheses.

  4. 4

    Training & Optimization

    Train models at scale with hyperparameter tuning and performance optimization for accuracy and latency.

  5. 5

    Evaluation & Validation

    Test against holdout datasets and edge cases. Validate fairness, bias detection, and explainability.

  6. 6

    MLOps & Deployment

    Containerize models, establish CI/CD pipelines, implement monitoring and automated retraining.

  7. 7

    Monitoring & Continuous Improvement

    Track performance, detect data drift, and iterate based on real-world feedback.

Representative Case Studies

Explore our successful projects and see how we deliver measurable results for our clients.

Oil & Gas Meters Processing with Artificial Intelligence and Computer Vision
Petroleum

Oil & Gas Meters Processing with Artificial Intelligence and Computer Vision

98% barcode/label processing accuracy
4x faster data-ingestion throughput
70% reduction in manual correction workload
  • Computer Vision
  • Neural Networks
  • TensorFlow
  • Tesseract OCR

⚡ Pain Points We Tackled

The client, a Canadian Oil & Gas service company, needed to automate reading data from production meters: graphs, printed stickers/barcodes, and handwritten operator notes for extracted oil & gas resources. The existing process was manual, error-prone, and inconsistent across equipment types.

Our Approach

Azati’s ML and computer-vision team developed a pipeline to ‘unfold’ circular meter prints into rectangular images, detect and separate multiple colored curves, identify printed stickers/barcodes, and apply handwriting recognition for operator notes. We trained neural networks to handle diverse equipment formats and data quality, integrated services in cloud infrastructure, and iterated rapidly on pilot prototypes.

Applied Methods and Practices

  • Round Disk Image Transformation: Unwrapped circular graphs into rectangular format to enable coordinate-based curve detection.
  • Color-Based Curve Segmentation: Highlighted multiple overlapping curves on graphs, overcoming background interference for accurate reading.
  • Neural-Network Format Classification: Routed input data from diverse partner equipment to the appropriate processing pipeline.
  • Handwriting Recognition: Detected and interpreted handwritten dates and numbers using bounding-box region search and trained OCR/Tesseract networks.
  • Agile Iterative Development: Pilot prototyping followed by iterative integration and deployment to the client’s cloud environment.

Solution Features

  • Automated Meter Data Processing: Ingests scanned meter outputs and returns structured digital data (curve values, printed labels, handwritten notes).
  • Cloud-Based Deployment: Client infrastructure and deployed in the cloud for scalability and partner equipment diversity.
  • High-Accuracy Modules: Barcode and sticker processing (90% accuracy), curve reading (>80% accuracy), handwritten note recognition (30–70+% depending on input quality).
  • Customizable Neural Network Processing: Adaptable to various data formats and partner-specific equipment configurations.
Read Full Case Study
AI Calorie Calculator and Food Recognition
Life Sciences

AI Calorie Calculator and Food Recognition

94% food-item recognition accuracy
6x faster meal logging compared to manual entry
48% increase in daily active users of the prototype app
  • Computer Vision
  • Python
  • OpenCV
  • Caffe

⚡ Pain Points We Tackled

The client aimed to build a food-tracking application that would remove the need for manual calorie entry. The existing solutions required users to type in meal details or pick from limited databases, which was time-consuming, error-prone, and had low engagement. The goal was to develop a system that uses image analysis and computer vision to recognize complex dishes, estimate calories, and provide near-instant feedback.

Our Approach

Azati’s data science team performed market research and analyzed existing food-recognition tools to identify shortcomings. Then assembled a dataset of varied dish images (multiple ingredients, cooking methods, lighting conditions) to train a custom deep-learning model. We designed templates and mapping for food components (garnish, meat, sauce, etc.) to improve granularity. The pipeline handled photo capture, food component segmentation, calorie estimation, and visual breakdown of meals.

Applied Methods and Practices

  • Image Dataset Collection & Annotation: Gathered diverse images covering many food types, cooking methods, and presentation styles for accurate model training.
  • Deep Learning Model for Food Recognition: Used OpenCV, Caffe, and Python to automatically detect food components and estimate calorie content.
  • Template-Based Segmentation: Created templates for each food component group to map dish parts to their nutritional equivalents accurately.
  • Iterative Model Refinement: Retrained the model multiple times to handle variability in lighting, angles, plate sizes, and complex multi-ingredient dishes.

Solution Features

  • AI-Based Food Recognition: Automatically detects components of dishes from user-submitted images and recognizes individual food items.
  • Real-Time Calorie Estimation: Immediately computes the calorie content of each recognized component and shows a visual breakdown of the meal.
  • User-Friendly Interface: Users take a photo of their meal, see recognized items framed, get calories for each item, and the dish as a whole.
  • Support for Complex Dishes: Handles multi-ingredient dishes with minimal manual correction needed.
Read Full Case Study
Automated Pallet Counting with Computer Vision
Retail

Automated Pallet Counting with Computer Vision

97% accuracy in pallet detection
5x faster counting throughput vs manual process
65% reduction in human labor hours for inventory audits
  • PyTorch
  • Computer Vision
  • YOLO
  • DeepSORT

⚡ Pain Points We Tackled

The client, a warehouse operator with limited network connectivity, needed to automate the counting of around 200-300 pallets daily in a low-connectivity environment. Manual counting was slow, error-prone, and lacked real-time insights.

Our Approach

Azati’s ML/Computer Vision team developed an edge-device solution that runs entirely offline using an embedded system (e.g., NVIDIA Jetson). They trained object-detection and tracking models to reliably detect pallets in complex, cluttered stacking conditions, and optimized the pipeline for real-time performance without internet connectivity.

Applied Methods and Practices

  • Edge deployment: Configured the ML model to run on GPU-accelerated hardware locally, ensuring offline operation without internet dependency.
  • Object detection + tracking: Used YOLO (Ultralytics) for detection and DeepSORT for tracking pallets through video frames, even in overlapping / complex visuals.
  • Iterative Model Training: Collected daily images from client cameras and iteratively trained/validated the model for warehouse-specific conditions (lighting, stacking, camera angles).

Solution Features

  • Offline Vision-Based Counting: Fully autonomous pallet counting running on an edge device, no internet required.
  • High-Accuracy Detection: Achieves ≥97% accuracy in detecting and counting pallets in real-time.
  • Real-Time Object Tracking: Tracks pallets through overlapping stacks and shifting configurations using DeepSORT.
Read Full Case Study

AI Development Solutions
Built for Your Industry

We support your business with smart, adaptable AI solutions, easing complex challenges across diverse industries and boosting efficiency.

Oil & Gas

Our AI systems optimize drilling, production, and asset management through predictive maintenance, automated inspection, and intelligent data analysis, reducing downtime while ensuring safety and compliance.

CORE AI CAPABILITIES:
  • Predictive maintenance for drilling equipment
  • Seismic data analysis & reservoir characterization
  • Pipeline inspection & leak detection
  • Production optimization & yield forecasting
  • Safety monitoring & anomaly detection
Oil & Gas Meters Processing with Artificial Intelligence and Computer Vision
Case study Oil & Gas Meters Processing with Artificial Intelligence and Computer Vision
  • Predictive maintenance
  • Computer vision
  • Graph Data Extraction

Finance

We build secure, compliant AI systems for fraud detection, risk assessment, algorithmic trading, and credit scoring. Our solutions automate decisions, enhance security, and maintain regulatory compliance.

CORE AI CAPABILITIES:
  • Fraud detection & real-time anomaly identification
  • Automated credit risk modeling & scoring
  • Algorithmic trading & portfolio optimization
  • KYC/AML compliance & document analysis
Recommendation system for banking industry
Case study Recommendation system for banking industry
  • Recommendation engine
  • Performance Analytics
  • Banking AI

Insurance

We develop intelligent automation for underwriting, claims processing, and customer experience. Our AI solutions reduce costs, detect fraud, and deliver faster, more accurate decisions.

CORE DIRECTIONS:
  • Automated underwriting & risk assessment
  • Claims fraud detection & validation
  • Computer vision for damage assessment
  • Predictive analytics for actuarial modeling
  • AI chatbots for customer service
Policy Application Decision Assistant for Underwriters
Case study Policy Application Decision Assistant for Underwriters
  • Risk Management
  • Policy Automation
  • ML Decision Engine

Healthcare

We engineer HIPAA-compliant AI systems that improve diagnostics, optimize workflows, and enable personalized care. Our solutions process medical imaging, predict outcomes, and automate administrative tasks.

CORE DIRECTIONS:
  • Medical imaging analysis & diagnostics
  • Predictive patient risk modeling
  • Clinical decision support systems
  • NLP for EHR data extraction
  • Patient monitoring & early warning systems
AI-Powered Patent & Sequence Intelligence Platform
Case study AI-Powered Patent & Sequence Intelligence Platform
  • Patent Analysis
  • Biological Sequences
  • Semantic Search

Retail & E-commerce

We build intelligent systems that personalize experiences, optimize inventory, and maximize revenue. Our AI solutions predict demand, automate pricing, and deliver hyper-personalized recommendations.

CORE AI CAPABILITIES:
  • Personalization & recommendation engines
  • Dynamic pricing & revenue optimization
  • Demand forecasting & inventory management
  • Visual search & product recognition
  • AI chatbots & virtual shopping assistants
Automated Pallet Counting with Computer Vision
Case study Automated Pallet Counting with Computer Vision
  • Object Detection
  • Inventory Automation
  • Warehouse

AI Solutions That Perform in Production

Move beyond prototypes with AI systems that are secure, scalable, and built for real-world performance.

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Partnership Models Built For Impact

Choose the engagement that matches your ambition, timeline, and technical needs.

Dedicated Team

Your product vision. Our full-cycle execution. We take complete ownership, from architecture and development through testing and deployment. You get a cohesive team, predictable delivery, and software built right the first time.

Choose this model

Staff Augmentation

Embed battle-tested engineers directly into your workflow. Scale capacity for critical sprints, bridge skill gaps, or de-risk your most challenging modules without long-term commitments.

Choose this model

Techstack We Provide

OpenAI
OpenAI
ChatGPT
ChatGPT
Google T5
Google T5
BERT
BERT
RoBERTa
RoBERTa
Tesseract
Tesseract
SciKit-Learn
SciKit-Learn
Lasagne
Lasagne
Tensorflow
Tensorflow
Keras
Keras
NLTK
NLTK
Gensim
Gensim
PyTorch
PyTorch
Nvidia Cuda
Nvidia Cuda
AWS Sagemaker
AWS Sagemaker
Azure AI
Azure AI

Meet Our Team

AI/ML Team Lead
At Azati, we use advanced AI and machine learning not just to follow trends, but to transform raw data into actionable insights and smart solutions that drive real business value. Each project is an opportunity for our expert team to apply deep technical knowledge, from building predictive models to automating processes. It’s this blend of passion, unique expertise, and precision that helps our clients solve complex problems and achieve lasting success.
Yuri V.
AI/ML Team Lead

What Makes Azati Different?

Models Built for Production, Not Demos

Enterprise MLOps pipelines, automated retraining, and monitoring systems that ensure your AI performs consistently. We engineer systems that run 24/7 in production, not prototypes that break under real traffic.

Rapid AI Deployment Without Shortcuts

We compress AI timelines through proven frameworks, not corner-cutting. Experimentation, validation, deployment, and monitoring, all in 6-8 weeks with quality that scales.

99.5% production model uptime

Industry-Specific AI Expertise

Senior ML engineers who've solved your exact challenges, fraud detection in fintech, predictive maintenance in manufacturing, diagnostic AI in healthcare. Domain knowledge that prevents costly pivots.

25 years in business

Looking To Accelerate Your Product Roadmap?

Dedicated teams that take responsibility for outcomes, not just hours. From idea to production without hiring overhead.

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Other IT Services

Custom Software Engineering
LLM Development Services
Data Science
DevOps Engineering & Consulting
Quality Assurance
UX/UI Design

FAQ

At Azati, advanced AI means building intelligent systems that go beyond standard machine learning. Unlike traditional models that rely on static data and simple predictions, advanced artificial intelligence uses deep learning, neural networks, and generative algorithms to solve complex, real time business challenges. Our artificial intelligence solutions adapt, learn continuously, and deliver results that transform operations through smart automation and intelligent decision-making.

Machine learning helps businesses automate processes, predict trends, and make faster, data-driven decisions. At Azati, we design custom ML models through our AI and ML development services that optimize workflows, reduce operational costs, and improve customer targeting. By integrating AI-powered automation into your systems, we enable scalable growth and real time analytics that directly impact revenue and business performance with cost effective implementations.

Azati develops computer vision solutions that automate tasks like object detection, visual inspection, facial recognition, and inventory tracking. Our AI-powered visual systems and computer vision development services are used in manufacturing, logistics, retail, and energy to reduce manual errors and increase speed. Using deep learning and neural networks, we help businesses turn images and video data into actionable insights through our specialized computer vision services and vision services.

Natural Language Processing (NLP) enables machines to comprehend and produce human language. At Azati, we use NLP to create intelligent chatbots, automate text analysis, and improve customer communication while supporting contact center operations. Our scalable NLP solutions extract insights from unstructured data, streamline document processing, and power AI tools that enhance support and engagement across digital platforms. These AI applications reduce load on support teams and human agents while improving response times and customer satisfaction.

Azati provides full-cycle machine learning development from data analysis and model training to deployment and integration. We use tools like TensorFlow, PyTorch, and AWS SageMaker to build accurate, production-ready models. Each ML solution is tailored to your business goals, ensuring seamless integration with existing software and infrastructure. Our AI/ML development services follow proven methodologies that deliver real world results.

Azati is a trusted AI partner and AI & ML development services company with deep expertise in artificial intelligence, machine learning, computer vision, and NLP. We build custom AI/ML solutions that are scalable, secure, and results-driven. With proven experience across industries and a strong focus on real world business value, Azati delivers advanced AI technologies through cost effective outsourcing services that help companies innovate and grow. Our dedicated support teams ensure successful implementation of your AI services and AI software development projects.

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  • 1. Tell Us Your Story
    Share your project details. We'll connect within 24 hours and ensure confidentiality with an NDA.
  • 2. Get Your Roadmap
    Receive a detailed proposal with scope, team composition, timeline, and costs tailored to your goals.
  • 3. Start Building
    We align on details, finalize terms, and launch your project with full transparency.