AI/ML Consumer Architect

1 month ago


Pune, India Calsoft Full time
Role: AI/ML Architect
Location: Pune OR Bangalore
Position Overview
We are seeking an experienced AI/ML Consumer Solutions Architect with 7 - 10 years of experience, specializing in consumer, CPG, and retail domains. The ideal candidate will possess the technical depth to design and implement cutting-edge AI/ML solutions, particularly leveraging large language models (LLMs) and agentic workflows, while translating business requirements into actionable technical architectures.
This role is based in Pune or Bangalore and requires a hands-on professional who thrives in a dynamic environment, delivering impactful AI/ML strategies and solutions.
Required Skills & Experience
Minimum of 7+ years of experience in AI/ML solution design and deployment, with a focus on consumer/CPG/retail industries.
Strong experience in Python or Java and backend development and product engineering
Proficiency with AI/ML frameworks (e.g., TensorFlow, PyTorch, Scikit-learn).
Prior experience in technical presales and building proposal
Hands-on experience with LLM frameworks like LangChain, LlamaIndex, or similar tools.
Strong knowledge of atleast one hyperscaler (preferably GCP or Azure)
Experience designing and implementing agentic workflows and modular AI solutions.
Understanding of data pipelines, ETL frameworks, and big data technologies (e.g., Spark, Snowflake, Hadoop).
Architecture Design
Expertise in creating AI/ML solution blueprints and technical diagrams.
Familiarity with MLOps practices, microservices architecture, containerization (Docker, Kubernetes), and CI/CD pipelines.
Domain Expertise
In-depth knowledge of business use cases in consumer/CPG/retail, such as demand forecasting, customer segmentation, dynamic pricing, and supply chain optimization.
Soft Skills
Strong communication skills with the ability to present technical solutions to business leaders.
Preferred Qualifications
Prior experience with e-commerce platforms or retail analytics projects.
Key Responsibilities
Presales
Lead AI discussions with prospects presenting Calsoft’s capabilities and experience and discussing client need
Understand client need and design technical solution, high-level work plans, and estimates required for an AI related sales proposal
Solution Design & Architecture
Work with business teams to identify requirements and design AI/ML solutions that address key challenges in the consumer/CPG/retail sectors.
Develop comprehensive architecture diagrams and technology stacks tailored to business needs.
Incorporate LLM frameworks (e.g., LangChain, LlamaIndex) into solution designs to deliver advanced language-based functionalities.
Technical Implementation & Agentic Workflows
Design and implement agentic workflows using LLMs to automate decision-making and complex processes.
Build modular, scalable solutions that integrate with existing enterprise systems and tools.
Ensure solutions are aligned with MLOps practices for robust deployment and monitoring.
Prototyping & POCs
Rapidly develop proof-of-concept (POC) models and prototypes, showcasing the feasibility and value of AI/ML solutions.
Test and refine LLM-driven workflows and agent-based models to meet business objectives.

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