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https://itrexgroup.com/
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Title:AI, Gen AI, Data & Agentic System Development
Description:ITRex designs and builds scalable AI, GenAI, and data systems—from early exploration to full production. We deliver LLM integration, RAG, agent automation, and data infrastructure. Go beyond prototypes—build AI that works.
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Fetched At:November 17, 2025

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h1One-stop shop for custom AI, Gen AI, agentic, and data solutions
h2What clients say about us
h2How we can help you
h3Generative AI strategy
h3Generative AI solutions
h3AI-ready data foundations
h3AI-native software engineering
h3LLMOps & AI Governance
h3IoT & embedded systems
h2Latest projects
h2Our framework for applied AI
h2Our latest insights
h2Contact us
h2Get in touch

Markdown Content

AI, Gen AI, Data & Agentic System Development — ITRex



- AI & Data
- AI
- AI Consulting
- AI Development
- AI App Development
- AI Integration
- AI Proof of Concept
- Computer Vision
- Deep Learning
- Edge AI
- Machine Learning
- Facial Recognition
- Anomaly Detection
- NLP
- Gen AI
- Gen AI Consulting
- Gen AI Development
- Gen AI Integration
- AI Agents
- LLM Development
- LLM Integration
- LLMOps
- RAG as a Service
- AI/Gen AI Readiness Assessment
- MLOps
- Chatbot Development
- Intelligent Automation
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hello@itrexgroup.com +1 559 550 4575

# One-stop shop for custom AI, Gen AI, agentic, and data solutions

We think intelligence

Talk to AI expert

## What clients say about us

Jeff Block

VP of Process and Technology

PotentiaMetrics, Inc.

ITRex’s team are experts in their trade. The software development they provided was critical to advancing the project to the next level.

Daniel Schuler

CTO

Hyginex

When you hire them, you're actually going to get something valuable.

Deb Hope

EVP at Data Analytics Platform

Numa Biosciences

Your meticulous attention to detail and unwavering commitment has set a benchmark for excellence. Your technical prowess and innovative problem-solving skills have been nothing short of extraordinary.

David Berger

CTO

Live Aware Labs

The team at ITRex is a solution oriented and efficient partner delivering robust technical solutions without needing a lot of support. Their work gave us the ability to scale our development capacity to greatly improve Live Aware’s customer value.

Ashley Lewis

Director of Product Management

Dollar Shave Club

ITRex is an outstanding partner. They don't even feel like a contractor, but more like a fully integrated team.

Sarig Reichert

Co-Fouder

Dimer Health

If you're looking for a team of skilled professionals who are not just fun to work with but truly feel like part of your company—and who genuinely care about your success—ITRex is the team for you

## How we can help you

01

### Generative AI strategy

We offer strategic AI and generative AI guidance for measurable outcomes. Our process includes an AI/Gen AI readiness assessment, high-value use case identification, proof of concept (PoC) validation, and a phased, low-risk implementation roadmap, all focused on maximizing your AI investment's strategic value and profitability. This way, ITRex makes innovation safe, goal-driven, and cost-effective.

02

### Generative AI solutions

We deliver end-to-end Gen AI solutions, from strategy to deployment. ITRex’s expertise spans custom AI copilots, autonomous agents, and production-grade RAG systems with models like GPT, Gemini, Claude, LLaMa, and Mistral. We ensure peak performance through advanced model fine-tuning and prompt engineering and deploy lightweight SLMs for edge applications. This work builds on our deep capabilities in AI consulting, machine learning, deep learning, and intelligent process automation.

03

### AI-ready data foundations

We engineer the robust data infrastructure essential for a successful, company-wide AI strategy. Our services transform your disparate, complex data sources into a clean, queryable, and reliable asset. ITRex offers expertise in data platform consulting, data architecture design, data integration, vector database implementation (Pinecone, Weaviate, FAISS) to power advanced RAG systems, and AI-specific data governance and security.

04

### AI-native software engineering

We engineer high-performance software tailored to your enterprise requirements, applying AI throughout the development lifecycle—from discovery to deployment—to accelerate delivery and enhance product value. ITRex offers full project support or specific AI-enhanced skillsets, covering business analysis, UX/UI, development, quality assurance, and post-launch support across web, mobile, cloud, and embedded platforms.

05

### LLMOps & AI Governance

We operationalize your AI investments for secure, enterprise-scale deployment. ITRex will help you build the essential frameworks for efficiency and compliance, including automated LLMOps/MLOps pipelines, continuous performance monitoring, and robust governance controls. Our team ensures your AI systems are secure and compliant with major regulations like the EU AI Act, HIPAA, and SOC 2.

06

### IoT & embedded systems

We help clients expand their capabilities and drive innovation with connected devices. Our expertise covers complete IoT solution development, including firmware engineering, HMI design, and edge AI deployment. ITRex seamlessly integrates intelligent hardware into your business model, utilizing efficient small language models for real-time, on-device data processing and improved user interaction.

Discuss my project

## Latest projects

WorkFusion: building AI agents for financial compliance →

Sophisticated AI agents that help WorkFusion’s clients automate complex financial crime compliance tasks using NLP models for unstructured data and sentiment analysis, providing explainable recommendations for adverse media monitoring and sanctions screening.

Generative AI sales training platform for onboarding newly hired sales reps →

An innovative sales representative training platform that employs generative AI to analyze student performance, personalize learning paths, and create effective educational content.

AI-powered fitness mirror with a personal coach inside →

A next-generation fitness technology solution that features a smart mirror with precise human pose tracking capabilities, an AI-powered personal coach, and connected sensors for exercise equipment.

REDI: a custom Gen AI chatbot for cancer awareness →

A custom Gen AI chatbot for the REDI (Ratner Early Detection Initiative), a nonprofit dedicated to advancing cancer research. The chatbot uses the Claude 3.5 model to answer users’ questions about cancer symptoms and screenings. Through expert prompt engineering, ITRex defined the AI’s tone, behavior, and safety.

Lucky Day: architecting a data foundation for AI & analytics →

A comprehensive data assessment and strategic roadmap for mobile gaming leader Lucky Day, designed to set the stage for their AI and analytics ambitions. ITRex diagnosed critical bottlenecks in the company's data infrastructure and delivered a detailed, tech-agnostic implementation plan.

Eye-tracking technology solution for neurological research →

A custom head-mounted device that analyzes eye movements using computer vision and motion tracking, thereby facilitating neurological research. The solution is designed to collect and store data efficiently while also maximizing battery life.

OCR application development for a multinational courier company →

A multi-platform mobile solution for an international shipping company that uses optical character recognition (OCR) algorithms to streamline document management. The app provides real-time guidance for filling out forms, reducing errors.

Modern data warehouse for global creative marketplace →

A modern, Snowflake-based data warehouse solution for a global creative marketplace that collects data from multiple sources through effective extract, transformation, and load (ETL) methods. ITRex went on to clean and improve the data, create specialized data marts for different departments, and implement advanced data visualization tools, creating a single source of truth ready for enterprise-wide AI initiatives.

IoT platform development for all-in-one business management in the laundry industry →

An IoT platform that includes connected controllers for legacy landromats, a technician app, a customized point-of-sale (POS) system, a pickup and delivery application, an automated commission payment mechanism, and an AWS-based scalable microservices infrastructure.

AI-based IoT logistics platform for order and shipment management →

An IoT supply chain management platform that tracks shipments from dispatch to delivery, uses artificial intelligence to predict shipment costs, automates document management, and streamlines payments.

AI-infused data platform for a global retail company →

A comprehensive AI-powered data ecosystem with self-service BI and predictive analytics capabilities that helps a global retail company make informed decisions by aggregating data from multiple sources and handling 13 million requests per day.

A data management and analytics solution for a global hair care brand →

A comprehensive Snowflake-based data management and analytics solution that uses efficient ETL mechanisms and sleek APIs to optimize data transfers and ensure data integrity across a wide range of sources, including Shopify and the NetSuite ERP system. The resulting data platform is a robust foundation for advanced analytics and future generative AI applications.

Crafting the new gold standard in RPA solutions for enterprises →

An intelligent process automation platform for a leading SaaS company. The ITRex team helped the client collect and optimize data for AI models, improve model capabilities, implement MLOps best practices, and build platform components for end users.

Cloud infrastructure for social media giant →

An AWS-based hybrid infrastructure that seamlessly integrates cloud and on-premises data sources while also incorporating advanced network health and security monitoring tools to simplify the customer's IT team's operations and support compute-intensive AI workloads.

View all cases Start your innovation journey

## Our framework for applied AI

Strategic foundation

Successful AI initiatives begin with a pragmatic, value-driven strategy aimed at maximizing your ROI. Our team combines machine learning theory, optimization expertise, and advanced modeling—going far beyond basic prompt engineering. This AI foundation allows us to select optimal models for each task and architect AI solutions for token and cloud cost-efficiency.

Value-driven prototyping

We validate high-impact use cases and deliver immediate value through our production-focused PoCs. Our team actively mitigates risk through hallucination controls (RAG, retrieval fallbacks) and rigorous prompt audits. This process allows us to create tangible, reliable prototypes that instill stakeholder confidence.

Company-wide deployment

ITRex transforms your vetted AI prototype into a production-ready solution, built to scale across use cases and workflows and perform reliably at enterprise scale. We then design a compliance-ready architecture, ensuring that AI systems integrate seamlessly with your existing IT infrastructure.

AI operations & governance

To safeguard your investment and guarantee enduring value, live AI systems demand a new operational discipline. We employ LLMOps best practices for continuous monitoring and integrate governance and trust layers, ensuring your AI solution’s security, reliability, and cost efficiency while mitigating operational risks.

Innovate with confidence

## Our latest insights

What are AI agents, and how do you implement them? →

Learn what AI agents are, what they can do for healthcare, finance, and other fields, and how ITRex can help you implement one.

Generative AI in business: top 5 use cases every company should consider →

Looking to make generative AI part of your company’s tech stack? Discover these promising generative AI applications in business to get inspired!

Generative AI in banking: promising use cases and potential hurdles →

Generative AI is set to change the traditional banking paradigm. Learn about how banks can transform their operations with Gen AI.

How to implement AI in business: the definitive guide →

How to implement AI in your business and achieve a substantial return on your investments? This guide from ITRex has got you covered!

How much does AI cost in 2025? Well, it depends →

Learn about the key factors influencing AI development costs and how you can spend less and see ROI faster.

7 ways AI is making supply chains more resilient →

Explore the ways AI transforms the global supply chain and learn how to implement the digital supply chain with no fuss.

Navigating the European Accessibility Act 2025 →

What is the European Accessibility Act, when does it go into effect, and what should your company do to ensure compliance? ITRex has got you covered!

Data warehouse vs. data lake vs. data lakehouse →

Check out our definitive guide to data storage solutions to figure out which one will serve your business needs best.

How much does it cost to create a facial recognition system? →

Discover the different factors influencing a facial recognition system’s cost and get an idea of how much you’d pay for a custom solution.

Assessing the cost of implementing AI in healthcare →

Learn about the factors that impact the costs of AI implementation in healthcare and how this pricy technology can help you reduce expenses in the future.

What is MLOps, and why do we need it? →

Struggle to align ML models with business needs and operationalize them at scale? Discover what MLOps is and how it can help expedite your ML initiatives.

Evaluating the impact of generative AI in drug discovery →

Discover the role generative AI plays in drug discovery. Uncover the benefits it brings to the field and which challenges you can expect during implementation.

Machine Learning Model Training: Complete Guide for Businesses →

We walk you through the process of training a machine learning model, drawing on an example from our portfolio, explain how different approaches to machine learning shape the training process, and peek into the future of ML model training.

Generative AI in life sciences: essential use cases to stay ahead in the competitive market →

Discover the applications of generative AI in life sciences and understand the key factors that will determine your approach to Gen AI implementation.

How to develop an AI strategy: 6 tips from ITRex →

Explore expert insights and actionable tips on how to develop an effective AI strategy.

Small language models (SLMs): a smarter way to get started with generative AI →

Discover what small language models (SLM) are, what makes them small, and how they can improve your business. Also, check out our SLM adoption roadmap and how ITRex can support you in your AI journey.

LLM training: the process, stages, and fine-tuning gritty details →

LLM training isn’t optional if you want AI that actually understands your world. Start building smarter, faster, and more aligned AI—dive into training large language models today.

View more insights



Hang on a little longer!

Tell us about your challenges, and we’ll come up with a viable solution!

Contact us

## Contact us





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ITRex builds Gen AI, data, and agentic solutions ready for deployment, integration, and scale—from prompt to pipeline

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- Aliso Viejo, CA
- Warsaw, PL

hello@itrexgroup.com +1 559 550 4575

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## Get in touch





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