AI & Machine Learning Services

Artificial intelligence (AI) is the broader field of building systems that perform tasks requiring human-like intelligence. Machine learning (ML) is a subset of AI in which systems learn patterns from data and improve their performance over time without being explicitly reprogrammed for each new scenario. At Synex Soft, we work across both — applying the right technique for each business problem.

Timelines vary significantly based on scope, data readiness, and integration complexity. A focused NLP classification model with clean training data can be production-ready in 4–6 weeks. A full predictive analytics platform with custom data pipelines and enterprise system integration typically requires 3–6 months. Synex Soft provides a detailed project timeline during the discovery phase before any development begins.

Not always. The data requirements depend on the type of AI system being built. Some approaches — including transfer learning and fine-tuning of foundation models — perform well with relatively limited domain-specific data. Others, like training custom vision models from scratch, require larger labeled datasets. During the discovery phase, Synex Soft assesses your existing data assets and recommends the most appropriate approach given what you have.

? RAG stands for Retrieval-Augmented Generation. It is a technique that connects a large language model to a verified knowledge base — so instead of generating answers purely from its training data, the model retrieves relevant documents and grounds its responses in current, accurate, organization-specific information. RAG significantly reduces hallucinations and makes generative AI safe to deploy in business-critical contexts.

Traditional RPA follows fixed, rule-based scripts and breaks when inputs vary or exceptions occur. AI-powered RPA incorporates machine learning and computer vision to handle variability, recognize patterns in unstructured inputs, and make judgment calls — enabling automation of complex processes that legacy RPA tools cannot reliably execute.

Yes. Synex Soft specializes in integrating AI capabilities into existing enterprise environments — including ERP systems like SAP and Oracle, CRMs like Salesforce and HubSpot, cloud platforms on AWS, Azure, and GCP, and custom-built internal applications. Integration without disruption to existing workflows is a core design requirement in every project.