generative ai development services generative ai development services

Generative AI development services

From foundation model fine-tuning to self-guided agent development and enterprise integration, ITRex delivers robust generative AI development services that go beyond prompt engineering—helping your company deploy AI at scale.
generative ai development services

Use our generative AI development services to build intelligent, self-guided systems

As a generative AI development company, ITRex has made a decade-long R&D journey that began with mastering neural networks and continues with the exploration of large language models and text-to-image Gen AI tools. Here’s what we do to fuel our clients’ business growth:

Generative AI model development

Our generative AI developers specialize in fine-tuning and retraining foundation models (LLMs, diffusion models, and GANs) for broad or narrowly defined domain-specific tasks, going beyond prompt engineering to achieve enterprise-grade performance. Should you decide to go fully custom, we’re up for the challenge, too!

RAG as a service

As part of our Gen AI development services, ITRex builds retrieval-augmented generation pipelines that connect LLMs to proprietary and external data sources for accurate, context-aware responses. The service includes vector databases, embedding models, and caching strategies to boost performance and reduce costs.

Generative AI consulting

Looking for strategic guidance? Our generative AI development company offers consulting services to help identify use cases, validate assumptions, and craft a roadmap. Once defined, our team turns these strategies into working solutions. For example, we may validate a custom chatbot concept during consulting and then engineer the production-ready system.

Generative AI solution development

ITRex is a full-stack generative AI development company with hands-on experience building technology solutions—from scalable back-end infrastructures to sleek user interfaces—for healthcare, pharma, retail, and other industries. Our projects span custom copilots, multimodal RAG assistants, agentic systems for workflow automation, and analytics engines.

Generative AI model optimization

ITRex provides continuous optimization to boost model efficiency, minimize resource usage, improve throughput, and ensure ethical compliance. Our generative AI services cover latency reduction, cloud cost optimization, rigorous testing, and hallucination control via retrieval-augmented generation and few-shot learning.

Generative AI Maintenance

ITRex’s generative AI development services include post-launch maintenance—a set of activities aimed at cementing your competitive edge in the long run. Whether you seek to retrain Gen AI models on fresh data, tweak hyperparameters for peak performance, revamp the model’s architecture, or keep it compliant, we’re always on the lookout.

AI agent development

Our Gen AI solutions include autonomous agentic systems capable of planning, reasoning, and executing tasks across complex workflows. From sales assistants to financial compliance agents, we engineer self-guided systems tailored to your business needs. Such AI agents not only reduce manual effort but also unlock new levels of scalability and efficiency.

LLMOps & deployment

To move beyond prototypes, we set up production-grade pipelines for monitoring, retraining, and compliance. Our LLMOps frameworks support continuous evaluation, scalable deployment, and cost-efficient operation of generative models. This ensures your Gen AI solutions remain reliable, secure, and adaptable as business needs and regulations evolve.

Generative AI Integration

Besides generative AI development, ITRex lends a helping hand in integrating proprietary and off-the-shelf solutions into your company’s IT systems and workflows—either as is or with additional customizations. When doing so, we’ll make sure to onboard your staff on Gen AI and validate that your mission-critical processes remain undisrupted.

Discover what industry-specific generative AI solutions we create

Our generative AI development company combines domain knowledge with advanced techniques such as RAG and agentic systems to ensure that our Gen AI solutions address industry-specific challenges with accuracy, compliance, and scalability.

Healthcare

  • Gen AI-based chatbots for symptom checking
  • Gen AI diagnostic support systems for real-time patient data interpretation
  • Generative AI models for creating personalized treatment plans
  • Gen AI solutions for medical image enhancement
  • Patient engagement and education solutions

Pharma

  • Generative AI solutions for drug molecule design
  • Clinical data synthesis tools
  • Gen AI models for pharmaceutical market forecasting
  • Systems for regulatory document generation
  • Gen AI solutions for personalized treatment pathways

Biotechnology

  • Gen AI tools for synthetic genome design
  • Protein design and simulation tools for drug discovery
  • Models for metabolic pathway design
  • Generative AI solutions for drug combination synthesis
  • Gen AI-enhanced biobanks for data-driven genetic research

Logistics

  • Gen AI-powered solutions for demand forecasting
  • Digital twin technology for real-time warehouse monitoring and optimization
  • Gen AI-based predictive maintenance for fleet vehicles and equipment
  • Gen AI-driven tools for real-time tracking and cargo monitoring
  • Smart route optimization and fleet management solutions

Life sciences

  • Gen AI for designing novel biological parts and system
  • Models for performing ecological simulations
  • Gen AI solutions for genetic and genomic data analysis
  • Clinical trial scenario modeling tools
  • Platforms for scientific data analysis

Retail

  • Instruments for trend and consumer behavior prediction
  • Gen AI solutions for marketing content creation
  • Tools for customer interaction simulations
  • Gen AI-infused inventory management systems
  • Intelligent store layout and display design solutions

Media & Entertainment

  • Generative AI engines for content creation
  • Music composition tools
  • Dynamic content personalization engines
  • Gen AI solutions for CGI environment design
  • Virtual reality content generators

Energy and Utilities

  • Generative AI models for predicting energy consumption patterns
  • Automation solutions for demand-response systems and distributed energy resources
  • Gen AI-powered anomaly detection tools
  • Virtual models of energy assets for real-time monitoring and simulation
  • Gen AI tools for automated report generation

Unlock tangible results with ITRex’s generative AI development services

Our goal-oriented generative AI software development teams bridge the efficiency gaps in your processes, operations, and technology systems. Partner with ITRex to:

Revamp legacy AI initiatives Accelerate process automation In scenarios where training data is scarce or difficult to obtain, off-the-shelf or custom generative AI solutions can produce synthetic data for AI model training and adjustment. Our generative AI developers can help you engineer such systems, moving your stalled POCs to production and scaling them company wide. By combining generative AI application development with robotic and intelligent process automation, we’ll configure your RPA and IPA systems to design and adapt workflows, make decisions autonomously, generate and edit documents, and fill gaps in data. Tap into our generative AI development services to reimagine your operations!
Attain measurable cost reductions Gain a competitive advantage ITRex, a generative AI development company with a track record of successful digital transformation projects, uses Gen AI to streamline repetitive tasks, reduce human error, ensure compliance, and increase employee productivity. All of this, combined with improvements to your company's IT infrastructure, will result in significant cost savings. Gen AI is already helping your competitors improve existing products and services (while successfully launching new ones!), personalize customer experiences, use predictive and prescriptive analytics, better manage risks, and diversify portfolios. With our generative AI development company, you will gain a sustainable competitive edge for years to come.

Get the most out of our generative AI development toolbox

ITRex puts the best generative AI software development technologies right at your fingertips.

Deep learning frameworks

  • PyTorch, PyTorch Lightning
  • TensorFlow, TensorFlow Lite
  • MXNet
  • ONNX
  • CoreML
  • JAX
  • PaddlePaddle
  • Keras

Libraries

  • Scikit-learn
  • SciPy
  • Torchvision
  • TensorBoard
  • Plotly
  • OpenCV
  • tf-slim
  • Tensor2tensor
  • Hugging Face Transformers

Algorithms

  • Supervised learning
  • Unsupervised learnin
  • Semi-supervised learning
  • Few-shot learning
  • Reinforcement learning from human feedback (RLHF)
  • Incremental learning
  • Metric learning

Toolkits

  • TensorRT
  • CoreML
  • LangChain
  • AutoGen
  • OpenAI Assistants API
  • Semantic Kernel

Cloud services

  • Azure OpenAI
  • GCP Vertex, GCP NLP, GCP Vision, GCP autoML
  • AWS Textract, AWS Rekognition

Generative AI models

  • Generative adversarial networks (GANs)
  • Diffusion models: Stable Diffusion, DDPM, Improved Diffusion
  • Transformer models: GPT, LLaMa, FLAN-T5, LaMDA, Wu-Dao, BERT, Mistral
  • SLMs for edge deployment: Phi, Gemma, LLaMa Guard

Neural networks

  • GANs: DCGAN, CycleGAN, StyleGAN
  • VAEs: Beta-VAE, Conditional VAE, NVAE
  • Autoregressive models: PixelRNN, WaveNet
  • Vision transformer (ViT)

Image classification models

  • VGG
  • ResNet
  • Inception
  • EfficientNet
  • MobileNet

Vector databases

    • Pinecone
    • Weaviate
    • FAISS

Select a suitable generative AI development collaboration option

Our generative AI development company offers flexible engagement models that cater to our clients' specific needs and project requirements.

Handpick a skilled, self-managed team dedicated solely to your AI goals. The generative AI developers will integrate seamlessly with your current setup, delving deeply into your project and providing new perspectives. It’s an opportunity to start on generative AI development immediately and gradually build your in-house expertise.
Have an IT team but need a little more AI firepower? Supplement your in-house talent with ITRex’s generative AI developers! Whether addressing specific expertise gaps in deep learning, NLP, or another approach, or simply ramping up, our team integrates seamlessly to keep your project on track.
As part of our generative AI development services, ITRex helps startups and enterprises lacking technical leadership build, launch, and scale generative AI solutions. Our CTO can assist you with generative AI product discovery and development, IT audits, AI readiness assessments, technical due diligence, and more!

Choose ITRex as your generative AI development company

2009
year of company foundation
250+
top-tier experts
200+
clients around the globe
3+
years' client engagement
600+
software products delivered
90%
hold BS, MS or PhD in math, computer science, or AI-related fields

Explore our generative AI development projects

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Gen AI development FAQs

How does ITRex approach generative AI development?

At ITRex, we begin each Gen AI project with a discovery phase in which we collaborate closely with you to understand your specific requirements and goals. This leads to an in-depth requirements analysis to ensure that every detail is taken into account. From there, our generative AI development company will create a detailed roadmap outlining each stage of the development cycle. ITRex’s approach is highly iterative, with each phase intended to generate incremental value while allowing for continuous evaluation and adaptation.

What makes ITRex the right choice for generative AI development projects?

Choosing ITRex means working with a seasoned generative AI development company that has an internal R&D department, a team of top talent, and extensive hands-on experience. Our experts have been at the forefront of Gen AI technology, breaking ground in a variety of industries. Our strong commitment to research and innovation ensures that we always have the most up-to-date tools and methods for tackling even the most complex challenges.

How does ITRex ensure a faster return on Gen AI investments and maximize value?

When providing generative AI development services, we tailor Gen AI strategies to your specific business objectives to ensure a faster return on investment. We use advanced methodologies and tools to minimize costs and improve performance from the start. For more information on how we achieve cost-efficiency with Gen AI projects, visit our article on calculating the cost of generative AI.

How do you ensure scalable deployment of Gen AI solutions?

We use enterprise-grade LLMOps frameworks to enable continuous monitoring, retraining, and compliance. This ensures that your Gen AI systems scale seamlessly across workloads while remaining cost-effective and regulatory compliant.

Can you integrate Gen AI with ERP or CRM systems?

Yes. As part of our generative AI development services, we design secure API and workflow integrations with ERP, CRM, and SaaS platforms. This allows Gen AI copilots, RAG assistants, and agents to work directly within your existing business tools. Discover what Gen AI integration services we offer and schedule a free consultation!

What are the potential risks of generative AI development and implementation?

Generative AI projects, like any other advanced technological endeavor, present unique challenges and risks, including data quality issues, integration complexities, scalability concerns, and significant implementation costs. These risks can have an impact on the timeline and effectiveness of AI implementations, potentially resulting in higher costs and a lower ROI.

What does ITRex do to minimize generative AI development and implementation risks?

To reduce risks, our generative AI software development experts use a strong risk management framework that includes proactive planning, rigorous testing, model optimization, and ongoing monitoring throughout the development cycle. We ensure high data quality and relevance, seamless integration with existing systems, and scalability to meet changing business needs. Our generative AI developers are skilled at navigating these complexities, ensuring a smooth transition through the complex landscape of generative AI development.

What techniques do you use to minimize hallucinations in Gen AI models?

We apply retrieval-augmented generation, few-shot learning, and adaptive chunking to ground models in trusted data. Combined with rigorous testing and continuous monitoring, these techniques significantly reduce hallucinations and improve factual accuracy.