Skip to content
AI Generalist · Systems Builder · Growth Operator

Give me one
business problem.

You don't need to know whether it needs AI, automation, software — or something simpler. Start with what's not working.

15+
Projects Delivered
8+
Automation Systems
5+
SaaS Products Built
100%
Privacy-First
About

Technical depth.
Business clarity.
Execution speed.

I'm Shailesh Magar — most people call me Sam. I'm an AI generalist and systems builder who bridges the gap between product strategy and technical implementation.

I work at the intersection of AI systems, SaaS architecture, automation workflows, and growth infrastructure — building solutions that are privacy-first, production-grade, and commercially viable.

PRD/BRD SpecialistAutomation ArchitectFull-Stack EngineerPrivacy Advocate
Full bio & background

Capability Matrix

AI & Automation
LLM Integration · RAG Systems · n8n Workflows · MCP Tools
Product & Strategy
PRD/BRD Writing · Product Architecture · Growth Systems
Full-Stack Dev
React · Next.js · Node · Python · FastAPI · Supabase
Infrastructure
Docker · Local LLMs · Ollama · Privacy-First Deployment
Growth Systems
SEO Architecture · Lead Gen · WhatsApp Bots · CRM Pipelines
Services

Systems that solve
real problems.

Every engagement starts with understanding the business outcome, then engineering the shortest path to get there.

AI Automation Systems

End-to-end automation workflows using n8n, custom APIs, and LLM integrations that eliminate manual processes and scale operations.

n8nLLMAPIWorkflows

WhatsApp & Messaging Bots

Business-grade WhatsApp automation, Telegram productivity bots, and conversational AI systems for customer engagement and internal ops.

WhatsAppTelegramChatbotsConversational AI

Full-Stack SaaS Development

Production-grade web applications built on React, Next.js, Node, and Supabase — from MVP to scale.

ReactNext.jsSupabaseTypeScript

PRD / BRD Creation

Comprehensive product and business requirement documents that align stakeholders and accelerate development cycles.

PRDBRDProduct StrategyStakeholder Alignment

Private LLM Deployment

On-premise and local AI infrastructure using Ollama, local RAG, and privacy-first architectures for sensitive industries.

OllamaRAGPrivacyOn-Premise

SEO & Lead Generation

Technical SEO systems, content architecture, and lead generation pipelines that build compounding organic growth.

Technical SEOLead GenContent ArchitectureGrowth
AI Product

CrossIQ
marketing intelligence.

AI-powered marketing intelligence for faster audits.

CrossIQ combines marketing audit workflows, GEO, SEO, and Ads intelligence into one AI-native system for agencies, freelancers, and business owners.

AgenciesFreelancersBusiness owners
Built For

Marketing audit + GEO + SEO + Ads intelligence.

A lightweight discovery path for teams that need clearer marketing decisions before they spend more on campaigns, content, or tooling.

Marketing audit intelligence
GEO and SEO opportunity mapping
Google Ads waste and performance analysis
Evidence-backed recommendations
Selected Work

Case studies in
applied AI.

AI Automation

Agency Workflow Automation System

End-to-end n8n automation for a digital agency, connecting lead capture, operational workflows, client communication, and project delivery.

Read case study
Built with
n8nSupabaseWhatsApp Cloud APIReactNode.js
Conversational AI

WhatsApp Appointment Booking Bot

Intelligent WhatsApp bot handling appointment scheduling, reminders, and follow-ups with Google Calendar integration.

Read case study
Built with
Node.jsWhatsApp Cloud APIGoogle Calendar APISupabase
AI Infrastructure

Private RAG Knowledge System

On-premise retrieval-augmented generation system for a professional services firm handling sensitive client documents.

Read case study
Built with
OllamaLangChainPostgreSQL + pgvectorDockerReact
Process

How I work.

Discovery & Audit

Understand your business, goals, existing systems, and pain points. Identify high-leverage automation and AI opportunities.

Strategy & Architecture

Define the system architecture, create PRDs/BRDs, and map out the implementation plan with clear milestones and deliverables.

Build & Iterate

Rapid, iterative development with weekly demos. Privacy-first, production-grade code from day one. No shortcuts that create technical debt.

Deploy & Optimize

Launch, monitor, and continuously optimize. Handoff includes full documentation, recorded walkthroughs, and optional ongoing support retainer.

Tech Stack

Tools of the trade.

Frontend
React
Next.js
Vite
Tailwind CSS
Backend
Node.js
Express
Python
FastAPI
Database
PostgreSQL
Supabase
Redis
pgvector
AI & LLM
Ollama
LangChain
OpenAI API
MCP
DevOps
Docker
Git
Linux
Vercel
Automation
n8n
WhatsApp API
Telegram API
Cron

Ready to build something
that matters?

Bring me one business problem. I typically respond within 24 hours.

Get in Touch

Bring me
your next problem.

You don't need the solution figured out — I'll help identify what actually needs to change, then follow up personally.

Submit your problem through Diagnose for the fastest response. I review every submission personally.

Diagnose a Problem