Track Singapore COE prices with AI forecasting & smart buy recommendations via Telegram
Needs changesWhat this workflow does
This AI workflow has 31 nodes and runs on a schedule (cron 0 20 * * 3) (plus 1 other trigger). Along the way it connects Google Sheets, Telegram, OpenRouter Chat Model and Airtable. It also calls onemotoring.lta.gov.sg and eservices.mas.gov.sg over HTTP.
How it runs
Trigger: On a schedule (cron 0 20 * * 3) (plus 1 other trigger).
- Scrape COE Data from OneMotoring (HTTP Request): calls onemotoring.lta.gov.sg
- Scrape with Retry Logic (Code): runs custom JavaScript code
- Retrieve Historical COE Data (Google Sheets): uses Google Sheets
- Extract COE Price Data (Code): runs custom JavaScript code
- Calculate Technical Indicators (Code): runs custom JavaScript code
- Store in Google Sheets (Google Sheets): append
- Data Validation Check (If): checks a condition and branches into true / false
- Prepare AI Prediction Prompt (Edit Fields (Set)): sets 1 field: predictionPrompt
- Merge: merges the data from its input branches
- Extract Economic Indicators (HTTP Request): calls eservices.mas.gov.sg
…plus 17 more steps. See the full node list below.
Services it uses
HTTP calls to: onemotoring.lta.gov.sg, eservices.mas.gov.sg
Before you upgrade to n8n 3.0
1 thing in this workflow is removed in n8n 3.0. Fix it before you upgrade:
- AI Agent v1 (old agent modes) in AI Agent - COE Analysis (v1.7): replace with Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent.
Rather not rewrite it? Many of these flows can be rebuilt in Make (free plan).
| Removed in 3.0 | Replace with |
|---|---|
| AI Agent v1 (old agent modes) AI Agent - COE Analysis (v1.7) | Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent. |
Nodes used (13)
- Schedule Trigger
n8n-nodes-base.scheduleTrigger - HTTP Request
n8n-nodes-base.httpRequest - Code
n8n-nodes-base.code - Google Sheets
n8n-nodes-base.googleSheets - Edit Fields (Set)
n8n-nodes-base.set - AI Agent
@n8n/n8n-nodes-langchain.agent - Send Email
n8n-nodes-base.emailSend - If
n8n-nodes-base.if - Telegram
n8n-nodes-base.telegram - OpenRouter Chat Model
@n8n/n8n-nodes-langchain.lmChatOpenRouter - Airtable
n8n-nodes-base.airtable - No Operation, do nothing
n8n-nodes-base.noOp - Merge
n8n-nodes-base.merge
From the author
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…