AI Automation & AI Agent Development

Engineering Intelligence Making Systems Flow

Purposeful AI agents. Connected workflows. Bringing tools and intelligence together to make work flow.

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FEATURED SYSTEM

AI Customer Support

Architecture preview

Messaging, automation and AI — a conceptual architecture.

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Telegram is the messaging interface used to receive customer support messages in this conceptual architecture.
n8n is the workflow automation tool connecting the tools in the AI Customer Support stack.
The stack accesses an LLM through OpenRouter. A specific language model is not identified here.
Telegram is also used to deliver the customer support response in this conceptual architecture.
SUPPORTING TOOLS
Gemini Embeddings provides text embeddings in the AI Customer Support stack.
Supabase with pgvector is the vector storage component in this conceptual architecture.

NODE INSPECTOR

Supabase + pgvector

pgvector

Supabase with pgvector is the vector storage component in this conceptual architecture.

ARCHITECTURE NOTE

This is a conceptual tool map. Connections do not verify execution order, retrieval behavior, production status or live activity.

Conceptual architecture: arrows reflect visual layout, not verified execution or retrieval behavior. Animated connector lights are visual metaphors, not actual execution, activity or verified processing order.TELEGRAM / AI / AUTOMATION

THE BUILDING BLOCKS

n8n
Supabase
RAG
LLMs
APIs

Featured work

Featured Case Study

AutoParts AI Copilot brings Telegram and n8n into an automotive parts support workflow.

FEATURED PROJECT

Published August 20261

AutoParts AI Copilot

Automotive parts support for the UAE and Saudi Arabia, built around Telegram, n8n, and retrieval-augmented generation (RAG).

Project workflows

Auto Parts – Telegram RAG
Auto Parts – Ingestion

Data

Experimental Excel data

Supplier integrations

Incomplete

Tools

Workflow and integrations built by the owner.

Owner-supplied workflow capture · Auto Parts – Telegram RAG · Select to enlarge

Owner-supplied workflow screenshot for Auto Parts – Telegram RAG. — Owner-supplied workflow capture · Auto Parts – Telegram RAG · Select to enlarge

Technical Workflows

n8n workflow
Northstar Operations SOP Assistant – Telegram
n8n workflow capture · Select to enlarge
n8n workflow
Generate Knowledge Base Embeddings
n8n workflow capture · Select to enlarge
n8n workflow
Test Semantic Retrieval
n8n workflow capture · Select to enlarge

SKILLS

Intelligence, connected.

Automation, language models, retrieval, and knowledge systems—grounded in project evidence.

1WORKFLOW SYSTEMS

AI Automation & Workflow Engineering

Owner-built AutoParts workflows and integrations, with n8n and Telegram across the confirmed project context and workflow captures.

n8n
Telegram
Workflow orchestration

2MODEL ACCESS

LLM Integration

OpenRouter endpoint text appears beside HTTP Request nodes in the workflow captures.

OpenRouter endpoint
HTTP Request node

3RETRIEVAL PATTERNS

RAG & Retrieval

AutoParts is owner-described as using RAG. Other captures show retrieval, embedding, and search labels.

RAG · AutoParts
Retrieval/search labels visible

4KNOWLEDGE DATA

Data & Knowledge Integrations

AutoParts uses experimental Excel data; supplier integrations remain incomplete. Separate workflow captures show row retrieval and update nodes.

Experimental Excel data · AutoParts
Supplier integrations incomplete
Row nodes visible

Workflow captures show configured nodes and endpoint labels; they do not verify successful execution or results.