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Track Singapore COE prices with AI forecasting & smart buy recommendations via Telegram

n8nn8n31 modulesv1.0
GmailGoogle SheetsOpenAITelegramTwilio

Introduction Automates Singapore COE price tracking with AI forecasts and buy/wait recommendations. Weekly scraping collects LTA data, enriches with economic indicators, predicts 6-month trends, and alerts users via Telegram/email—helping car buyers and fleet managers make data-driven purchase decisions while avoiding manual tracking. How it Works Weekly trigger scrapes LTA COE → validates → stores in Google Sheets → calculates indicators → AI forecasts trends → multi-scenario analysis →

At a glance

Track Singapore COE prices with AI forecasting & smart buy recommendations via Telegram is a ready-made n8n workflow you import as a workflow JSON file — no build required. It connects Gmail, Google Sheets, OpenAI, Telegram. It's free to download. Follow the 5-step import below to go live in minutes.

Platform
n8n
Connects
Gmail, Google Sheets, OpenAI, Telegram, Twilio
Modules
31
Price
Free
Version
v1.0
Track Singapore COE prices with AI forecasting & smart buy recommendations via Telegram workflow diagram

About this workflow

Introduction Automates Singapore COE price tracking with AI forecasts and buy/wait recommendations. Weekly scraping collects LTA data, enriches with economic indicators, predicts 6-month trends, and alerts users via Telegram/email—helping car buyers and fleet managers make data-driven purchase decisions while avoiding manual tracking. How it Works Weekly trigger scrapes LTA COE → validates → stores in Google Sheets → calculates indicators → AI forecasts trends → multi-scenario analysis → generates buy/wait signals → sends actionable alerts. Setup Steps 1. Add OpenAI/NVIDIA API credentials in n8n 2. Authenticate Google Sheets and create spreadsheet 3. Configure Telegram bot or Gmail SMTP 4. Set weekly trigger (Thursday 9AM SGT post-bidding) 5. Adjust alert thresholds in conditional nodes Workflow Schedule Trigger → Scrape COE → Validate → Store Sheets → Fetch Historical → Calculate Indicators → AI Prediction → Merge Economics → Multi-Scenario Analysis → Compare Conditions → Generate Dashboard → Send Alerts Workflow Steps 1. Scraping: Fetch LTA COE results with retry logic 2. Validation: Check completeness, flag anomalies 3. Storage: Append timestamped records to Sheets 4. Enrichment: Calculate moving averages, volatility, seasonality 5. AI Analysis: Forecast next 6 months with confidence intervals 6. Decision Engine: Output buy/wait/monitor recommendation 7. Reporting: Create dashboard and send alerts via Telegram/email Prerequisites OpenAI/NVIDIA API key, Google Sheets access, Telegram bot token or Gmail, basic COE category understanding Use Cases First-time buyers timing purchases, fleet operators coordinating bulk acquisitions Customization Add SMS alerts via Twilio, integrate loan calculators for total cost analysis Benefits Saves 5+ hours monthly, captures 10–18% price dips, provides predictive insights (potential $10K–$25K savings)

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How to import this n8n workflow

  1. 1

    Download the workflow JSON file after purchase.

  2. 2

    Open n8n → click the menu → Import from File.

  3. 3

    Select the downloaded JSON and import.

  4. 4

    Set up credentials for each node that requires them.

  5. 5

    Click Execute Workflow to test, then activate.

Setup guide

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