n8n & Automation
Multi-step workflows, triggers, conditions, routing, data processing, AI nodes and automated actions.
AI AUTOMATION • n8n • AI AGENTS • INTEGRATIONS
AKASH AHMED
AI AUTOMATION
& n8n WORKFLOW DEVELOPER
I build intelligent automation systems that connect AI agents, LLMs, business tools, APIs, webhooks and data into practical workflows for real-world processes.
6+Completed automation builds
2+Additional systems tested
12Major systems & architectures
✦
AI AgentReason • Decide • Act
↯
n8n WorkflowTrigger → Process → Action
< automate />
AI AUTOMATION✦n8n WORKFLOWS✦AI AGENTS✦RAG SYSTEMS✦API INTEGRATION✦WEBHOOKS✦BUSINESS AUTOMATION✦AI AUTOMATION✦RAG SYSTEMS✦
01Not just a workflow.
ABOUT / PROFILE
Not just a workflow.
A complete automation system.
WHO I AM
I design and build automation systems that connect AI models, agents, APIs, webhooks, business applications, databases and communication platforms. My practical work includes RAG customer agents, AI email automation, messaging workflows, data processing, multi-step n8n systems and AI-powered business processes.
I focus on turning a manual process into a clear trigger → logic → AI/data → action pipeline that can be tested, maintained and extended.
Akash Ahmed AI AUTOMATION & n8n WORKFLOW DEVELOPER
CORE AREAS
- 01 AI Agent Development
- 02 RAG & Knowledge Systems
- 03 n8n Workflow Automation
- 04 API / Webhook Integration
- 05 Customer & Messaging Automation
- 06 Business Data Automation
- 07 LLM Integration
- 08 Multi-step AI Workflows
02Tools, platforms &
TECH STACK / CAPABILITIES
Tools, platforms &
systems I work with.
AI Agents & LLMs
AI-powered workflows that process inputs, reason over context, call tools and return useful results.
RAG & Vector Search
Knowledge-grounded assistants using documents, retrieval, embeddings and vector databases.
APIs, Webhooks & JSON
Connecting external services and web apps through requests, payloads, endpoints and event-driven flows.
Business Data Systems
Structured data capture, filtering, categorization, synchronization and operational automation.
Communication Automation
Automated customer communication and AI responses across email and messaging channels.
LangFlow & Agent Design
Visual AI flows connecting chat input, search, calculators, LLMs and agent tools into one experience.
Web Apps & Interfaces
Connecting automation backends to simple web interfaces and response endpoints for interactive systems.
Business Process Automation
Mapping manual business tasks into repeatable automated systems with clear inputs, logic and outputs.
n8nZapierOpenAIGeminiOpenRouterLangFlowPineconeRAGAI AgentsAPIsWebhooksJSONGoogle SheetsAirtableGoogle DriveGmailInstagramFacebookTelegramWhatsApp
03
MAJOR SYSTEMS / AUTOMATION ARCHITECTURES
Large-scale automation work.
Selected major systems, workflows and solution architectures based on practical automation work. 6+ builds have been completed hands-on, with additional systems tested and 12 major systems represented below. Each card focuses on the business system—not a small isolated task.
6+ completed builds2+ tested systems12 major systems shownBuilt items are based on hands-on work; architecture cards represent broader solution designs and capabilities.
RAG-Powered Customer Support Platform
A knowledge-grounded support system using business documents, retrieval and a vector database route to provide context-aware AI responses.
PDF / Docs→Embeddings→Pinecone→AI Agent
AI-Powered Customer Communication Hub
A connected automation pattern for handling customer conversations, routing messages through workflow logic and using AI for response generation.
Customer Message→n8n→AI / LLM→Auto Reply
WhatsApp Customer Order Intelligence Pipeline
A WhatsApp-to-data workflow that receives customer/order messages, processes the information and stores structured records for business operations.
WhatsApp→Webhook→AI / Logic→Sheets
End-to-End AI Agent Web Application
A complete request-to-response system where a webhook receives input, an AI agent processes it with an LLM and the result is returned to a web interface.
Webhook→AI Agent→Gemini→Web Response
Intelligent Gmail AI Response System
An automated email workflow that detects incoming messages, sends relevant content through an AI assistant and produces an automated response.
Gmail→n8n→AI Assistant→Reply
Multi-Agent Research & Tool-Using System
A multi-agent architecture for dividing research tasks, using external tools and combining intermediate results into one final response.
User Input→Agent Router→Specialist Agents→Result
Business Knowledge → Retrieval → AI Response Platform
A reusable knowledge-automation architecture that turns business documents into searchable context for an AI assistant.
Documents→Vector DB→RAG→AI Response
Large-Scale Airtable Data Operations System
A data-processing workflow designed around 1,000+ Airtable records, filtering records by conditions and routing relevant data for further processing.
1,000+ Records→Filter→Logic→Output
Multi-LLM AI Integration Layer
A flexible architecture for connecting different LLM providers to automation workflows so the AI layer can be changed without redesigning the entire process.
Input→Router→LLM Provider→Response
API & Webhook Business Integration Architecture
An integration architecture for connecting external services, web applications and automation backends through APIs, webhooks and structured JSON payloads.
API Request→Webhook→n8n→Business Action
AI Product & Shop Support Platform
A customer-support architecture that connects product information with an AI assistant so customers can receive consistent product and pricing information.
Customer→AI Assistant→Product Data→Answer
Connected Business Automation Architecture
A complete business-automation blueprint combining triggers, data, AI decision-making, external tools, notifications and final actions into one maintainable workflow.
Trigger→Process→AI / Data→Action
04From trigger to
AUTOMATION ARCHITECTURE
From trigger to
intelligent result.
01TRIGGERForm / Webhook / Email / DM
02PROCESSn8n + Logic + Data
03INTELLIGENCEAI Agent / LLM / RAG
04INTEGRATEAPI / Database / Tool
05ACTIONReply / Update / Notify
“
Good automation is not just about connecting tools. It is about understanding the process, designing the logic and making the system useful.
AKASH AHMEDWHAT I CAN BUILD
Intelligent automation for
real business processes.
AI assistants, customer support systems, data workflows, messaging automations, API-connected backends and multi-step n8n systems.
AI customer supportRAG assistantsAI email automationWhatsApp workflowsInstagram automationTelegram automationFacebook automationAPI integrationsWebhook systemsGoogle Sheets workflowsAirtable processingAI agent workflowsVector database systemsMulti-step business automation
LET'S CONNECT
Have a process
worth automating?
For automation work, agency/team opportunities or a business workflow that needs an AI-powered system, connect with me through email, LinkedIn or WhatsApp.