services

case studies

about

contact

services

case studies

about

contact

services

case studies

about

contact

menu

services

We design secure, tailored AI & Data solutions — from ML and LLMs to integration and automation

services

ML & Deep Learning Engineering

ML & Deep Learning Engineering

Complex Problems. Custom AI Solutions.

Turn complex problems into AI-powered solutions. We design and build custom machine learning models and neural networks from the ground up—whether you need image recognition, language processing, or predictive analytics that actually work for your business.

Most companies sit on data goldmines but lack the tools to extract value. That's where machine learning transforms everything. We engineer AI systems that learn from your data, identify patterns humans can't see, and make predictions that drive better decisions faster. From predictive models that forecast customer behavior and equipment failures, to deep learning systems that process images, understand language, and automate complex tasks - we build AI that delivers measurable results. No buzzwords. No one-size-fits-all solutions. Just custom models trained on your data, deployed in your infrastructure, and designed to solve your specific challenges.


What We Build:

  • Predictive Analytics - Forecast sales, customer churn, equipment maintenance needs, inventory demand, and financial trends. Our models turn historical data into actionable predictions that help you plan smarter and reduce costly surprises.

  • Natural Language Processing - Process thousands of documents, emails, customer reviews, or support tickets automatically. We build NLP systems that extract insights, classify text, analyze sentiment, and understand context at scale.

  • Computer Vision & Image Recognition - Automate quality control, detect defects, classify products, read documents (OCR), or analyze medical images. Our vision models see what matters and process visual data faster and more consistently than human inspection.

  • Custom Neural Networks - Some problems need deep learning. We design convolutional networks for visual data, recurrent networks for time-series patterns, transformers for language tasks, and hybrid architectures when your challenge demands multiple approaches working together.

  • Recommendation Systems - Increase engagement and sales with personalized recommendations. We build collaborative filtering and deep learning engines that learn user preferences and suggest products, content, or services they actually want.

Complex Problems. Custom AI Solutions.

Turn complex problems into AI-powered solutions. We design and build custom machine learning models and neural networks from the ground up—whether you need image recognition, language processing, or predictive analytics that actually work for your business.

Most companies sit on data goldmines but lack the tools to extract value. That's where machine learning transforms everything. We engineer AI systems that learn from your data, identify patterns humans can't see, and make predictions that drive better decisions faster. From predictive models that forecast customer behavior and equipment failures, to deep learning systems that process images, understand language, and automate complex tasks - we build AI that delivers measurable results. No buzzwords. No one-size-fits-all solutions. Just custom models trained on your data, deployed in your infrastructure, and designed to solve your specific challenges.


What We Build:

  • Predictive Analytics - Forecast sales, customer churn, equipment maintenance needs, inventory demand, and financial trends. Our models turn historical data into actionable predictions that help you plan smarter and reduce costly surprises.

  • Natural Language Processing - Process thousands of documents, emails, customer reviews, or support tickets automatically. We build NLP systems that extract insights, classify text, analyze sentiment, and understand context at scale.

  • Computer Vision & Image Recognition - Automate quality control, detect defects, classify products, read documents (OCR), or analyze medical images. Our vision models see what matters and process visual data faster and more consistently than human inspection.

  • Custom Neural Networks - Some problems need deep learning. We design convolutional networks for visual data, recurrent networks for time-series patterns, transformers for language tasks, and hybrid architectures when your challenge demands multiple approaches working together.

  • Recommendation Systems - Increase engagement and sales with personalized recommendations. We build collaborative filtering and deep learning engines that learn user preferences and suggest products, content, or services they actually want.





Predictive models

Computer vision systems

NLP applications

Custom neural networks

Time-series forecasting

Optimization algorithms

Secure On-Premise LLM Solutions

AI Power Without Cloud Risk.

Get the power of ChatGPT without sending your data to the cloud. We deploy and customize large language models directly on your servers - fully private, compliance-ready, and built for healthcare, finance, legal, and government. Your data never leaves your walls. For industries handling sensitive information, cloud-based AI isn't an option, it's a liability. Patient records, financial transactions, legal documents, and government data can't be sent to external servers, no matter how secure they claim to be. That's why we specialize in on-premise LLM deployments that give you enterprise AI capabilities while keeping complete control over your data. We deploy state-of-the-art language models directly within your infrastructure - whether that's your own data centers, private cloud, or air-gapped networks. These aren't stripped-down versions. You get powerful AI for document analysis, automated responses, data extraction, content generation, and intelligent search - all running where your data already lives.


What We Deploy:

  • Private LLM Deployments - Full language models running entirely on your infrastructure. Choose from open-source models like Llama, Mistral, or custom-trained alternatives. We handle installation, configuration, optimization for your hardware, and ongoing maintenance.

  • Fine-Tuned Domain Models - Generic LLMs are powerful, but domain-specific models are better. We fine-tune models on your proprietary data - medical terminology, legal language, financial documents, technical specifications, so they understand your industry's context and vocabulary without compromising accuracy.

  • RAG Systems (Retrieval-Augmented Generation) - Connect LLMs to your existing knowledge bases, document repositories, databases, and internal wikis. Our RAG systems let AI reference your company's information when generating responses, ensuring answers are accurate, current, and grounded in your actual data.

  • Custom Chatbots (On-Premise) - Deploy intelligent chatbots for internal support, customer service, HR inquiries, or technical assistance—all running on your servers. Employees and customers get instant, accurate responses without any data leaving your network.

  • Compliance-Ready AI - We configure deployments that meet GDPR, HIPAA, SOC 2, ISO 27001, and government security standards. Every component - from model storage to inference - stays within your compliance boundary. Full audit trails, access controls, and data residency guarantees included.

AI Power Without Cloud Risk.

Get the power of ChatGPT without sending your data to the cloud. We deploy and customize large language models directly on your servers - fully private, compliance-ready, and built for healthcare, finance, legal, and government. Your data never leaves your walls. For industries handling sensitive information, cloud-based AI isn't an option, it's a liability. Patient records, financial transactions, legal documents, and government data can't be sent to external servers, no matter how secure they claim to be. That's why we specialize in on-premise LLM deployments that give you enterprise AI capabilities while keeping complete control over your data. We deploy state-of-the-art language models directly within your infrastructure - whether that's your own data centers, private cloud, or air-gapped networks. These aren't stripped-down versions. You get powerful AI for document analysis, automated responses, data extraction, content generation, and intelligent search - all running where your data already lives.


What We Deploy:

  • Private LLM Deployments - Full language models running entirely on your infrastructure. Choose from open-source models like Llama, Mistral, or custom-trained alternatives. We handle installation, configuration, optimization for your hardware, and ongoing maintenance.

  • Fine-Tuned Domain Models - Generic LLMs are powerful, but domain-specific models are better. We fine-tune models on your proprietary data - medical terminology, legal language, financial documents, technical specifications, so they understand your industry's context and vocabulary without compromising accuracy.

  • RAG Systems (Retrieval-Augmented Generation) - Connect LLMs to your existing knowledge bases, document repositories, databases, and internal wikis. Our RAG systems let AI reference your company's information when generating responses, ensuring answers are accurate, current, and grounded in your actual data.

  • Custom Chatbots (On-Premise) - Deploy intelligent chatbots for internal support, customer service, HR inquiries, or technical assistance—all running on your servers. Employees and customers get instant, accurate responses without any data leaving your network.

  • Compliance-Ready AI - We configure deployments that meet GDPR, HIPAA, SOC 2, ISO 27001, and government security standards. Every component - from model storage to inference - stays within your compliance boundary. Full audit trails, access controls, and data residency guarantees included.





Private LLM deployments

Fine-tuned domain models

RAG systems

Custom chatbots (on-prem)

Compliance-ready AI

Data Labeling & Annotation Services

Data Labeling & Annotation Services

Better Data. Better AI.

Your AI is only as good as your data. We transform messy, unlabeled datasets into clean, annotated training data ready for production. From image labeling to text classification and 3D annotation, we handle the tedious work so your models learn faster and perform better. Machine learning models need thousands—sometimes millions—of labeled examples to learn effectively. But manual data annotation is time-consuming, expensive, and requires consistent quality to avoid training models on garbage. That's where we come in. We handle the entire data preparation pipeline: cleaning raw datasets, designing annotation schemas, labeling at scale, quality control, and delivering training-ready data in the format your models need. Whether you're building computer vision systems, NLP models, or specialized AI applications, we ensure your training data is accurate, consistent, and comprehensive.


What We Provide:

  • Image & Video Annotation - Bounding boxes for object detection. Semantic segmentation for pixel-level classification. Keypoint annotation for pose estimation. Video tracking for temporal analysis. We label thousands of images with consistent quality and detailed specifications.

  • Text & Audio Labeling - Text classification for sentiment, intent, or category. Named entity recognition (NER) for extracting people, places, organizations. Audio transcription and speaker identification. Emotion and sentiment labeling for conversational AI training.

  • 3D Data Annotation - Point cloud labeling for autonomous vehicles and robotics. 3D bounding boxes for object detection in depth data. LiDAR annotation for spatial understanding. We handle complex 3D datasets that power next-generation AI systems.

  • Custom Ontologies - Generic labels don't cut it for specialized domains. We design custom annotation schemas tailored to your industry - medical terminology, manufacturing defects, legal document types, financial categories. Your models learn the distinctions that matter to your business.

  • Data Cleaning & Augmentation - Raw data is rarely perfect. We handle deduplication, outlier removal, format standardization, and missing value treatment. We also augment datasets through rotation, scaling, noise injection, and synthetic data generation to improve model robustness.

  • Dataset Management - Organizing thousands of labeled samples is complex. We provide structured datasets with metadata, version control, train/validation/test splits, and documentation. Everything delivered in formats compatible with TensorFlow, PyTorch, or your preferred framework.

Better Data. Better AI.

Your AI is only as good as your data. We transform messy, unlabeled datasets into clean, annotated training data ready for production. From image labeling to text classification and 3D annotation, we handle the tedious work so your models learn faster and perform better. Machine learning models need thousands—sometimes millions—of labeled examples to learn effectively. But manual data annotation is time-consuming, expensive, and requires consistent quality to avoid training models on garbage. That's where we come in. We handle the entire data preparation pipeline: cleaning raw datasets, designing annotation schemas, labeling at scale, quality control, and delivering training-ready data in the format your models need. Whether you're building computer vision systems, NLP models, or specialized AI applications, we ensure your training data is accurate, consistent, and comprehensive.


What We Provide:

  • Image & Video Annotation - Bounding boxes for object detection. Semantic segmentation for pixel-level classification. Keypoint annotation for pose estimation. Video tracking for temporal analysis. We label thousands of images with consistent quality and detailed specifications.

  • Text & Audio Labeling - Text classification for sentiment, intent, or category. Named entity recognition (NER) for extracting people, places, organizations. Audio transcription and speaker identification. Emotion and sentiment labeling for conversational AI training.

  • 3D Data Annotation - Point cloud labeling for autonomous vehicles and robotics. 3D bounding boxes for object detection in depth data. LiDAR annotation for spatial understanding. We handle complex 3D datasets that power next-generation AI systems.

  • Custom Ontologies - Generic labels don't cut it for specialized domains. We design custom annotation schemas tailored to your industry - medical terminology, manufacturing defects, legal document types, financial categories. Your models learn the distinctions that matter to your business.

  • Data Cleaning & Augmentation - Raw data is rarely perfect. We handle deduplication, outlier removal, format standardization, and missing value treatment. We also augment datasets through rotation, scaling, noise injection, and synthetic data generation to improve model robustness.

  • Dataset Management - Organizing thousands of labeled samples is complex. We provide structured datasets with metadata, version control, train/validation/test splits, and documentation. Everything delivered in formats compatible with TensorFlow, PyTorch, or your preferred framework.





Image & Video Annotation

Text & Audio Labeling

3D Data Annotation

Custom Ontologies

Dataset Management

Data Cleaning & Augmentation

Computer Vision & Image AI

Computer Vision
& Image AI

Computer Vision
& Image AI

Computer Vision
& Image AI

AI That Sees What Matters.

Turn images and video into actionable intelligence. Our computer vision solutions automate quality control, track objects, read documents, and spot anomalies faster than any human can. Whether it's manufacturing, healthcare, or security—if you need AI that can see, we build it. Human vision is powerful but limited—people get tired, miss details, can't scale, and struggle with consistency across thousands of inspections. Computer vision doesn't. Our AI systems process visual data 24/7 with pixel-perfect accuracy, catching defects, tracking movement, reading text, and identifying patterns that human eyes simply can't see or process fast enough. We build custom vision systems trained on your specific use cases—not generic models that kind of work. From real-time defect detection on production lines to medical image analysis, document processing, and security monitoring, our solutions integrate directly into your workflows and deliver immediate, measurable improvements.


What We Build:

  • Object Detection & Tracking - Identify and locate specific objects in images or video streams. Track movement across frames in real-time. Count items, monitor inventory, detect intrusions, or follow assets through facilities. Our models work with standard cameras, specialized sensors, or existing surveillance systems.

  • Image Classification - Categorize images automatically—product types, defect categories, document types, medical conditions. Sort thousands of images in seconds with accuracy that improves as the system learns from your corrections.

  • Quality Control Automation - Inspect products at production speed. Detect scratches, dents, cracks, color variations, missing components, or assembly errors. Our systems catch 99%+ of defects that manual inspection misses while processing hundreds of items per minute.

  • Video Analytics - Analyze video streams for security monitoring, crowd behavior, traffic flow, or process compliance. Detect unusual activities, count people, measure wait times, or verify safety protocol adherence—all in real-time without human operators watching screens.

  • OCR & Document Processing - Extract text from images, scanned documents, receipts, invoices, forms, or handwritten notes. Our OCR systems handle multiple languages, poor image quality, and complex layouts—turning paper or image data into structured, searchable information.

  • Medical Image Analysis - Assist radiologists and clinicians with AI that analyzes X-rays, MRIs, CT scans, and pathology slides. Detect tumors, measure organ sizes, identify abnormalities, or highlight areas requiring closer examination - improving diagnostic accuracy and speed.

AI That Sees What Matters.

Turn images and video into actionable intelligence. Our computer vision solutions automate quality control, track objects, read documents, and spot anomalies faster than any human can. Whether it's manufacturing, healthcare, or security—if you need AI that can see, we build it. Human vision is powerful but limited—people get tired, miss details, can't scale, and struggle with consistency across thousands of inspections. Computer vision doesn't. Our AI systems process visual data 24/7 with pixel-perfect accuracy, catching defects, tracking movement, reading text, and identifying patterns that human eyes simply can't see or process fast enough. We build custom vision systems trained on your specific use cases—not generic models that kind of work. From real-time defect detection on production lines to medical image analysis, document processing, and security monitoring, our solutions integrate directly into your workflows and deliver immediate, measurable improvements.


What We Build:

  • Object Detection & Tracking - Identify and locate specific objects in images or video streams. Track movement across frames in real-time. Count items, monitor inventory, detect intrusions, or follow assets through facilities. Our models work with standard cameras, specialized sensors, or existing surveillance systems.

  • Image Classification - Categorize images automatically—product types, defect categories, document types, medical conditions. Sort thousands of images in seconds with accuracy that improves as the system learns from your corrections.

  • Quality Control Automation - Inspect products at production speed. Detect scratches, dents, cracks, color variations, missing components, or assembly errors. Our systems catch 99%+ of defects that manual inspection misses while processing hundreds of items per minute.

  • Video Analytics - Analyze video streams for security monitoring, crowd behavior, traffic flow, or process compliance. Detect unusual activities, count people, measure wait times, or verify safety protocol adherence—all in real-time without human operators watching screens.

  • OCR & Document Processing - Extract text from images, scanned documents, receipts, invoices, forms, or handwritten notes. Our OCR systems handle multiple languages, poor image quality, and complex layouts—turning paper or image data into structured, searchable information.

  • Medical Image Analysis - Assist radiologists and clinicians with AI that analyzes X-rays, MRIs, CT scans, and pathology slides. Detect tumors, measure organ sizes, identify abnormalities, or highlight areas requiring closer examination - improving diagnostic accuracy and speed.





Object detection & tracking

Image classification

Video analytics

Quality control automation

OCR & document processing

Medical image analysis

AI Strategy & Implementation

AI Strategy & Implementation

AI That Works. Not Just Talks.

Turn AI from a buzzword into a business advantage. We work with you to identify where AI can actually help—whether it's cutting costs, automating workflows, or improving decisions. Then we build and deploy the solutions that make it happen. Most companies know AI could help. The problem? Figuring out where to start, what's actually possible, and how to move from pilot projects to production systems that deliver ROI. That's the gap we bridge.

We don't sell you AI for AI's sake. We analyze your operations, identify high-impact opportunities where AI solves real problems, design implementation roadmaps that fit your budget and timeline, and then build and deploy the solutions. Strategy that leads to action, not PowerPoint presentations gathering dust.


AI Solutions Built for Your Industry

We work across sectors where data-driven decisions, automation, and intelligent systems create competitive advantage. Every industry has unique challenges - our solutions are tailored to fit yours:


  • Manufacturing & Industrial

    Predictive maintenance preventing costly downtime. Computer vision automating quality inspection at production speed. Demand forecasting optimizing inventory and production scheduling. Process optimization identifying bottlenecks in real-time.

  • Healthcare & Life Sciences

    Medical image analysis supporting diagnostic accuracy. Patient risk stratification identifying who needs intervention. Clinical decision support analyzing histories and lab results. HIPAA-compliant on-premise AI deployments protecting sensitive data.

  • Financial Services & Banking

    Real-time fraud detection stopping suspicious transactions. Credit risk models assessing default probability beyond traditional scores. Automated compliance monitoring for regulatory violations. Customer churn prediction triggering retention campaigns.

  • Retail & E-Commerce

    Demand forecasting preventing stockouts and overstock. Dynamic pricing optimizing margins based on real-time data. Recommendation engines increasing average order value. Customer segmentation enabling targeted marketing.

  • Logistics & Supply Chain

    Route optimization reducing fuel costs and delivery times. Predictive delivery estimates improving customer communication. Warehouse automation with computer vision for inventory tracking. Fleet predictive maintenance reducing breakdowns.

  • Legal Services

    Contract analysis extracting key terms and identifying risks in minutes. Legal research analyzing case law faster than manual review. Document classification organizing contracts and briefs automatically. On-premise LLMs maintaining attorney-client privilege.

  • Government & Public Sector

    Automated document processing extracting information from forms and applications. Intelligent chatbots handling citizen inquiries 24/7. Secure air-gapped AI deployments meeting government security standards. Predictive analytics supporting data-driven policy decisions.

  • Energy & Utilities

    Load forecasting predicting demand for optimized grid operations. Predictive maintenance preventing power generation failures. Renewable energy forecasting for solar and wind integration. Consumption analysis identifying efficiency opportunities.

  • Agriculture & Food Production

    Crop health monitoring from drone and satellite imagery. Early disease and pest detection using image recognition. Yield forecasting using weather, soil, and historical data. Automated quality inspection sorting produce at scale.

  • Telecommunications

    Predictive network maintenance identifying failures before service disruption. Customer behavior analysis predicting churn. Fraud detection analyzing usage patterns for unauthorized access. AI assistants handling common customer inquiries automatically.


    Don't See Your Industry? AI applications span every sector. If you have data, processes to optimize, or decisions to improve, we can help. Contact us to discuss how AI solves challenges specific to your industry.

Process Automation

Performance Analytics

Workflow Optimization

Predictive Insights

Cost Reduction Strategies

Decision Intelligence

clients

Let’s connect

Unlock the potential of your data.
Get in touch to see how SURG Solutions can support your business.

contact us

Let’s connect

Unlock the potential of your data.
Get in touch to see how SURG Solutions can support your business.

contact us

Let’s connect

Unlock the potential of your data.
Get in touch to see how SURG Solutions can support your business.

contact us

Let’s connect

Unlock the potential of your data.
Get in touch to see how SURG Solutions can support your business.

contact us