CMARIX expands its service network to help businesses move from AI experimentation to secure, production-ready solutions.
AHMEDABAD, INDIA / 500NewsWire / September 22, 2026 / CMARIX, a global software development and technology solutions company, announced the expansion of its AI Software Development and Data Engineering Services to help enterprises build, integrate, and scale AI-powered solutions across their existing technology environments.
The expanded service portfolio brings together AI development, AI integration, data engineering, machine learning, automation, and product engineering under a unified delivery model. The approach is designed to address a common challenge for businesses adopting AI: connecting AI initiatives with the data, applications, infrastructure, and operational systems they already use.
Rather than treating AI as an isolated technology project, CMARIX focuses on helping organizations take AI initiatives from early-stage proof of concept (POC) through development, integration, deployment, and ongoing optimization.
“AI projects depend heavily on the quality of the data, infrastructure, and software systems supporting them,” said Chirag Mudsa at CMARIX. “This expansion allows businesses to address these areas together. From preparing data and integrating AI models to developing intelligent applications and automating workflows, we can support organizations throughout the implementation journey.”
AI Development Services
CMARIX has expanded its AI Software Development capabilities to support businesses looking to build AI-powered applications and intelligent digital products.
The offering includes custom AI software development, AI application development, Generative AI Development, and LLM Development Services. Businesses can also work with CMARIX on AI Product Development and specialized AI solutions based on their specific use cases.
The company also provides AI Agent Development for organizations exploring autonomous systems that can perform tasks, interact with business applications, and support operational workflows.
For customer-facing use cases, CMARIX offers AI Chatbot Development Services, while specialized capabilities include Natural Language Processing, Computer Vision, Machine Learning, and AI Model Fine-tuning.
These capabilities support different stages of AI adoption, from an initial POC to a production-scale application.
Connecting AI With Existing Business Systems
For many enterprises, developing an AI model is only one part of the challenge. The larger task involves connecting that model with existing business applications and data.
CMARIX provides AI Integration Services to help organizations connect AI with existing CRMs, ERPs, databases, APIs, cloud platforms, and other enterprise systems.
The company also provides AI Consulting Services to help organizations identify practical AI opportunities, assess their existing technology environment, define implementation priorities, and develop an AI roadmap.
Additional capabilities include AI workflow automation, RPA Development Services, Machine Learning Development, and Predictive Analytics.
CMARIX also supports businesses at the early stages of AI adoption through AI Proof-of-Concept Development and AI-powered MVP Development. These approaches allow organizations to test a business idea before committing to a larger implementation.
Data Engineering Services
AI applications are only as effective as the data and infrastructure behind them.
To support this requirement, CMARIX has expanded its Data Engineering Services alongside its AI offering.
The company’s data engineering services focus on building and modernizing data pipelines, architectures, and processing environments that can support analytics and AI workloads.
The portfolio also includes Big Data Development, MLOps Consulting, Data Governance Consulting, Data Science Consulting, and Business Intelligence Solutions.
This combination allows businesses to address data preparation, model deployment, monitoring, governance, and analytics as part of a connected technology strategy.
From AI POC to Working Systems
One key objective of the expanded portfolio is to help businesses move beyond AI experimentation.
Many organizations start with a small AI proof of concept. The next challenge is turning that experiment into a reliable production system that can work with real users, real business data, and existing applications.
CMARIX’s integrated approach covers multiple stages of this process, including strategy, data engineering, AI development, integration, application development, deployment, and ongoing management.
This can be particularly relevant for enterprises working with legacy applications or complex technology environments, where introducing AI requires more than simply connecting an AI model to an application.
Industry-Specific AI Use Cases
The expanded capabilities can support AI initiatives across multiple industries, including healthcare, fintech, manufacturing, education, retail, and other business sectors.
Its applications range from predictive analytics and workflow automation to intelligent customer experiences, document processing, recommendation systems, computer vision, and AI-powered business applications.
The technology approach also varies depending on the organization’s existing infrastructure, data maturity, security requirements, and business objectives.
This makes the ability to integrate AI with existing systems an important part of enterprise AI adoption.
Building AI With Data, Security, and Governance in Mind
As businesses move AI applications into production, concerns around data security, governance, access control, compliance, and operational reliability become increasingly important.
CMARIX’s expanded delivery model brings data engineering, AI development, integration, and governance capabilities together to help organizations consider these requirements during development rather than treating them as separate activities.
The company works with businesses to design AI solutions that align with their existing cloud environments, application architecture, data infrastructure, and operational requirements.
About CMARIX
CMARIX is a global software development and technology solutions company headquartered in Ahmedabad, India. They work with startups, SMEs, and enterprises to design, develop, integrate, and modernize digital products and technology systems.
Their services span software development, web and mobile development, artificial intelligence, data engineering, cloud, DevOps, and digital product development.
Through its expanded AI and data engineering services, CMARIX aims to help businesses move from early AI experimentation to practical, scalable, and production-ready implementations.
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CMARIX
Email: biz@cmarix.com
Phone (USA): +1 415-704-4242
Phone (India): +91 800-005-0808
Website: www.cmarix.com