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LLM Automation Pipelines

AI workflows that handle repetitive work across multiple client systems.

AI

About This Project

I use LLMs to cut down manual work. Through OpenRouter, I wired up multiple AI models (Claude, DeepSeek, Ollama) into automated pipelines that process data, draft client communications, and handle routine operational tasks. The workflows run without human intervention. I also built N8n-based WhatsApp automation that sends customer notifications, discount cards, and updates automatically. The AWS Lambda integration generates personalized Kisan discount cards as images and delivers them via WhatsApp API. All automated, zero manual work.

Key Features

Multi-model AI pipelines (Claude, DeepSeek, Ollama)
Retrieval-augmented generation for accurate responses
N8n WhatsApp automation for customer messaging
Automated data processing workflows
AWS Lambda for serverless image generation
WhatsApp API integration for instant delivery

Results

5+

AI Models

80%+

Less Manual Work

Instant

WhatsApp Delivery

Multiple

Live Systems

Technology Stack

OpenRouter APIClaudeDeepSeekOllamaN8nPythonAWS LambdaWhatsApp API

Pipeline Architecture

Claude
GPT-4
DeepSeek
Ollama
OpenRouter
API
Processing
& Routing
n8n
WhatsApp
AWS Lambda

Multiple AI models route through OpenRouter, process via custom logic, and deliver through n8n workflows to WhatsApp and AWS Lambda endpoints.

Contact me