VISHWA M profile photo 1 on Tal

VISHWA M

Lead AI Data Scientist & Solutions Architect @ FarmwiseAI

Chennai

4+ years of work experience

FarmwiseAI
Mar 20251 yr 4 mosPresent

Chennai

Architect and lead a team building production AI products end to end — owning design, delivery, and stakeholder comms. - Shipped 8+ AI products in 12 months as both lead and IC across geospatial, legal, and video AI; cut time-to-prototype from weeks to under 5 days with reusable RAG and agentic templates. - Cut LLM inference cost ~45% through tiered model routing (open-source for low-stakes, frontier for production reasoning) and prompt-caching. - Standardized an MCP-based architecture letting any internal agent plug into shared tools — reducing new-use-case integration effort ~60%. - Own delivery directly for IAS-level government and enterprise clients, translating ambiguous problems into deployed systems in 4–8 week cycles. - Mentor 4+ data scientists on RAG design, LLM evaluation, prompt engineering, and full-stack deployment.
FarmwiseAI
20251 yr 6 mosPresent

Role: Architect & lead a team building production AI products end-to-end; own design, delivery & stakeholder comms. Shipped 8+ AI products in 12 months as lead + IC across geospatial, legal & video-AI; cut time-to-prototype from weeks to <5 days via reusable RAG/agentic templates. Cut LLM inference cost ~45% through tiered model routing (open-source for low-stakes, frontier for production reasoning) and prompt-caching. Standardized MCP-based architecture enabling any internal agent to plug into shared tools — reducing new-use-case integration effort by ~60%. Mentor 4+ data scientists on RAG design, LLM eval, prompt engineering & full-stack deployment. Direct IAS / enterprise-client ownership — translate ambiguous problems into deployed systems in 4–8 week cycles.
FarmwiseAI
Feb 20232 yrs 2 mosMar 2025

Chennai

Built end-to-end AI systems as an IC — from problem framing through production deployment on AWS and GCP. - Delivered 12+ AI projects end to end — RAG, agentic, computer vision, OCR, and geospatial — owning the full lifecycle. - Built RAG over 100K+ documents with hybrid retrieval (FAISS + BM25 + re-ranking); achieved 90%+ citation accuracy on a legal corpus and saved ~70% of research time. - Designed VLM-based video analytics enabling natural-language queries over CCTV footage — cutting review from hours to under 30 seconds. - Productionized 20+ AWS Lambda + S3 services with cold-start optimization, sustaining 99.5%+ uptime. Pioneered Indic-language voice and chat pipelines (Sarvam STT + LLMs), expanding reach into Tier-2/3 markets.
Data Science and Analytics Centre
Apr 20221 yrMar 2023

Coimbatore

VISHWA’s AI Stack

gemini
gemini
langchain
langchain
langgraph
langgraph
mcp
mcp

Education

karpagam college of engineering

Bachelor of Technology, Artificial Intelligence

karpagam college of engineering

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Headline

Lead AI Data Scientist & Solutions Architect @ FarmwiseAI

About

As a Lead AI Data Scientist & Solutions Architect at FarmwiseAI, I design and deliver production-ready AI products, leveraging expertise in SaaS development, solution architecture, and PostGIS. With multiple Azure certifications, I contribute to cutting-edge projects across geospatial, legal, and video AI, driving cost optimization and operational efficiencies. My work includes reducing LLM inference costs by 45% and standardizing internal architectures to streamline new use-case integrations. Collaborating with enterprise and government clients, I translate complex, ambiguous challenges into scalable, deployed solutions. By fostering teamwork and innovation, I aim to empower organizations with impactful AI-driven tools while championing reusable frameworks and efficient workflows. My goal is to continue building transformative technologies that align with organizational goals and make data-driven decision-making accessible and effective.

Location

Chennai

AI stack

gemini

langchain

langgraph

mcp

Work experience

Lead AI Data Scientist & Solutions Architect at FarmwiseAI, Mar 2025 - Present · 1 yr 4 mos, Chennai, Architect and lead a team building production AI products end to end — owning design, delivery, and stakeholder comms. - Shipped 8+ AI products in 12 months as both lead and IC across geospatial, legal, and video AI; cut time-to-prototype from weeks to under 5 days with reusable RAG and agentic templates. - Cut LLM inference cost ~45% through tiered model routing (open-source for low-stakes, frontier for production reasoning) and prompt-caching. - Standardized an MCP-based architecture letting any internal agent plug into shared tools — reducing new-use-case integration effort ~60%. - Own delivery directly for IAS-level government and enterprise clients, translating ambiguous problems into deployed systems in 4–8 week cycles. - Mentor 4+ data scientists on RAG design, LLM evaluation, prompt engineering, and full-stack deployment.

Lead Data Scientist at FarmwiseAI, 2025 - Present · 1 yr 6 mos, Role: Architect & lead a team building production AI products end-to-end; own design, delivery & stakeholder comms. Shipped 8+ AI products in 12 months as lead + IC across geospatial, legal & video-AI; cut time-to-prototype from weeks to <5 days via reusable RAG/agentic templates. Cut LLM inference cost ~45% through tiered model routing (open-source for low-stakes, frontier for production reasoning) and prompt-caching. Standardized MCP-based architecture enabling any internal agent to plug into shared tools — reducing new-use-case integration effort by ~60%. Mentor 4+ data scientists on RAG design, LLM eval, prompt engineering & full-stack deployment. Direct IAS / enterprise-client ownership — translate ambiguous problems into deployed systems in 4–8 week cycles.

Associate Data Scientist (AI/ML Engineer) at FarmwiseAI, Feb 2023 - Mar 2025 · 2 yrs 2 mos, Chennai, Built end-to-end AI systems as an IC — from problem framing through production deployment on AWS and GCP. - Delivered 12+ AI projects end to end — RAG, agentic, computer vision, OCR, and geospatial — owning the full lifecycle. - Built RAG over 100K+ documents with hybrid retrieval (FAISS + BM25 + re-ranking); achieved 90%+ citation accuracy on a legal corpus and saved ~70% of research time. - Designed VLM-based video analytics enabling natural-language queries over CCTV footage — cutting review from hours to under 30 seconds. - Productionized 20+ AWS Lambda + S3 services with cold-start optimization, sustaining 99.5%+ uptime. Pioneered Indic-language voice and chat pipelines (Sarvam STT + LLMs), expanding reach into Tier-2/3 markets.

Intern at Data Science and Analytics Centre, Apr 2022 - Mar 2023 · 1 yr, Coimbatore

Education

Bachelor of Technology, Artificial Intelligence, karpagam college of engineering

VISHWA M - Lead AI Data Scientist & Solutions Architect in Chennai | Tal