osama goda This workflow corresponds to n8n.io template #14405 — we link there as the canonical source.
This workflow follows the Agent → Chat Trigger recipe pattern — see all workflows that pair these two integrations.
The workflow JSON
Copy or download the full n8n JSON below. Paste it into a new n8n workflow, add your credentials, activate. Full import guide →
{
"meta": {
"templateCredsSetupCompleted": true
},
"name": "AI Product Research Agent powered by Firecrawl",
"tags": [],
"nodes": [
{
"id": "d55bbcfa-40c4-46b1-b8c0-5e9b441868a9",
"name": "\ud83d\udcac Chat Input",
"type": "@n8n/n8n-nodes-langchain.chatTrigger",
"position": [
-704,
-144
],
"parameters": {
"options": {}
},
"typeVersion": 1.4
},
{
"id": "14e3fcef-6af5-4136-b6de-700b88d5bede",
"name": "\ud83e\udde0 Product Research Agent",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
112,
-144
],
"parameters": {
"text": "={{ $json.chatInput }}",
"options": {
"systemMessage": "=You are a Product Research Agent specialized in e-commerce market analysis.\n\nWhen the user asks you to research a product:\n\n1. SEARCH: Use Firecrawl Search with a specific query like:\n \"best [product name] under [price] [year] review\"\n Example: \"best wireless earbuds under $30 2025 review\"\n DO NOT search directly on Amazon. Instead search for review articles and comparison pages that list multiple products with prices and ratings.\n\n2. SCRAPE: Scrape ONLY the top 2 results from the search. These review pages typically contain data about 5-10 products in one page, which is more efficient than scraping individual Amazon listings.\n\n3. ANALYZE: From the scraped review articles, extract product data and generate this report:\n\n\ud83d\udcca MARKET OVERVIEW\n- Number of products found\n- Price range (min / avg / max)\n- Average rating\n\n\ud83c\udfc6 TOP 3 PRODUCTS\n- Product name, price, rating, key strength\n- Include purchase link if available\n\n\ud83d\udca1 KEY INSIGHTS\n- Most common features customers want\n- What separates best-sellers from budget options\n\n\u26a0\ufe0f COMMON COMPLAINTS\n- Top 3 recurring issues from reviews\n- Red flags to avoid\n\n\u2705 RECOMMENDATION\n- Best product to BUY (best value)\n- Best niche opportunity to SELL (market gap)\n\nRules:\n- Respond in the same language the user writes in\n- If user writes in Arabic, respond in Egyptian Arabic\n- Keep reports concise and actionable\n- Always include source URLs\n- If scrape data is insufficient, still provide analysis based on whatever data you found\n- NEVER say you cannot generate a report. Always provide the best analysis possible with available data.\n\nREGIONAL MARKETPLACE GUIDE:\nWhen the user mentions a region or country, use these marketplaces:\n\nEgypt (\u0645\u0635\u0631):\n- amazon.eg (Amazon Egypt)\n- noon.com/egypt\n- jumia.com.eg\n\nSaudi Arabia (\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629):\n- noon.com/saudi\n- amazon.sa\n- jarir.com\n- extra.com\n\nUAE (\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a):\n- noon.com/uae\n- amazon.ae\n\nGlobal / No region specified:\n- amazon.com\n- aliexpress.com\n- ebay.com\n\nSEARCH STRATEGY:\n- If user specifies a marketplace: search directly on that site\n Example query: \"wireless earbuds site:amazon.eg\"\n- If user specifies only a country: search on ALL marketplaces for that country\n Example query: \"best wireless earbuds amazon.eg OR noon.com/egypt\"\n- If user says nothing about location: search global review sites for comparison articles\n Example query: \"best wireless earbuds under $30 2025 review\"\n\nCURRENCY HANDLING:\n- If user mentions EGP/\u062c\u0646\u064a\u0647 \u2192 prices in Egyptian Pounds\n- If user mentions SAR/\u0631\u064a\u0627\u0644 \u2192 prices in Saudi Riyals \n- If user mentions AED/\u062f\u0631\u0647\u0645 \u2192 prices in UAE Dirhams\n- If no currency specified \u2192 prices in USD"
},
"promptType": "define"
},
"typeVersion": 3.1
},
{
"id": "80108843-89c4-4758-9bf9-68135bae3a7c",
"name": "\ud83e\udde0 Conversation Memory",
"type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
"position": [
-160,
256
],
"parameters": {
"sessionKey": "product-research-agent",
"sessionIdType": "customKey"
},
"typeVersion": 1.3
},
{
"id": "22448363-6b99-4172-a609-222c058e1e7e",
"name": "\ud83d\udd0d Search Marketplaces",
"type": "@mendable/n8n-nodes-firecrawl.firecrawlTool",
"position": [
448,
448
],
"parameters": {
"query": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Query', ``, 'string') }}",
"resource": "MapSearch",
"operation": "search",
"requestOptions": {}
},
"credentials": {
"firecrawlApi": {
"name": "<your credential>"
}
},
"typeVersion": 1
},
{
"id": "859e5e3c-0b04-4d3a-88ac-548176f4cd11",
"name": "\ud83d\udcc4 Scrape Product Pages",
"type": "@mendable/n8n-nodes-firecrawl.firecrawlTool",
"position": [
656,
448
],
"parameters": {
"url": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('URL', ``, 'string') }}",
"operation": "scrape",
"scrapeOptions": {
"options": {
"formats": {
"format": [
{}
]
},
"headers": {}
}
},
"requestOptions": {}
},
"credentials": {
"firecrawlApi": {
"name": "<your credential>"
}
},
"typeVersion": 1
},
{
"id": "f49bb345-9cb4-4602-87d7-78debc4b8178",
"name": "Sticky Note",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1488,
-400
],
"parameters": {
"width": 496,
"height": 480,
"content": "\ud83d\udce6 AI Product Research Agent\n\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\nBuilt for the n8n x Firecrawl Community Challenge (April 2026)\n\n\ud83d\udd0d What it does:\nResearches any product across global & regional marketplaces \nand generates a comprehensive market analysis report.\n\n\u2728 Features:\n- Multi-marketplace: Amazon, Noon, Jumia, AliExpress & more\n- Regional awareness: Egypt, Saudi Arabia, UAE, Global\n- Bilingual: English & Arabic (Egyptian dialect)\n- Full report: Pricing, ratings, insights, complaints & recommendations\n- Market gap analysis for sellers\n\n\ud83d\udee0 Setup (3 steps):\n1. Add your Firecrawl API key (free at firecrawl.dev)\n2. Add your OpenAI/OpenRouter API key\n3. Click \"Open Chat\" and start researching!\n\n\ud83d\udc64 Built by: Osama Goda (@osamagoda)\n\ud83c\udf10 makeaiagents.dev"
},
"typeVersion": 1
},
{
"id": "a886cb6c-cf9d-45f7-835c-e98ab498a4aa",
"name": "Sticky Note1",
"type": "n8n-nodes-base.stickyNote",
"position": [
-896,
-400
],
"parameters": {
"color": 7,
"width": 384,
"height": 432,
"content": "\ud83d\udcac INPUT\n\u2501\u2501\u2501\u2501\u2501\u2501\nUser sends a product research \nrequest via chat.\n\nExamples:\n- \"Research wireless earbuds under $30\"\n- \"\u0627\u0628\u062d\u062b\u0644\u064a \u0639\u0646 \u0623\u062d\u0633\u0646 \u0645\u0627\u0643\u064a\u0646\u0629 \u0642\u0647\u0648\u0629 \u0641\u064a \u0645\u0635\u0631 \u0623\u0642\u0644 \u0645\u0646 2500 \u062c\u0646\u064a\u0647\"\n- \"Find best phone cases on Amazon\""
},
"typeVersion": 1
},
{
"id": "0c6504c9-2a69-49b3-a9bf-172fd88e41bf",
"name": "Sticky Note2",
"type": "n8n-nodes-base.stickyNote",
"position": [
-32,
-480
],
"parameters": {
"color": 7,
"width": 432,
"height": 464,
"content": "\ud83e\udde0 AI AGENT\n\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\nOrchestrates the full research workflow:\n\n1. Receives user query\n2. Plans search strategy based on region/marketplace\n3. Calls Firecrawl tools to gather data\n4. Analyzes results with AI\n5. Generates structured report\n\nSupports:\n- Automatic marketplace detection by country\n- Currency handling (USD, EGP, SAR, AED)\n- Bilingual responses (EN/AR)"
},
"typeVersion": 1
},
{
"id": "6181c29a-c411-430f-83ff-b17edeada992",
"name": "Sticky Note3",
"type": "n8n-nodes-base.stickyNote",
"position": [
144,
368
],
"parameters": {
"color": 7,
"width": 656,
"height": 304,
"content": "\ud83d\udd25 FIRECRAWL TOOLS\n\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\nSearch: Finds product pages across \nthe web and marketplaces\n\nScrape: Extracts detailed product \ndata (name, price, rating, reviews)\nin clean markdown format\n\n\ud83d\udca1 Credits: ~8-10 per research\n(1 search + 2 scrapes)"
},
"typeVersion": 1
},
{
"id": "5ed5d2da-de40-43bf-8e18-909f0081fe43",
"name": "\ud83e\udd16 Gemini 2.5 Flash",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenRouter",
"position": [
-416,
256
],
"parameters": {
"model": "google/gemini-2.5-flash",
"options": {}
},
"credentials": {
"openRouterApi": {
"name": "<your credential>"
}
},
"typeVersion": 1
}
],
"active": false,
"settings": {
"executionOrder": "v1"
},
"connections": {
"\ud83d\udcac Chat Input": {
"main": [
[
{
"node": "\ud83e\udde0 Product Research Agent",
"type": "main",
"index": 0
}
]
]
},
"\ud83e\udd16 Gemini 2.5 Flash": {
"ai_languageModel": [
[
{
"node": "\ud83e\udde0 Product Research Agent",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"\ud83d\udd0d Search Marketplaces": {
"ai_tool": [
[
{
"node": "\ud83e\udde0 Product Research Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"\ud83e\udde0 Conversation Memory": {
"ai_memory": [
[
{
"node": "\ud83e\udde0 Product Research Agent",
"type": "ai_memory",
"index": 0
}
]
]
},
"\ud83d\udcc4 Scrape Product Pages": {
"ai_tool": [
[
{
"node": "\ud83e\udde0 Product Research Agent",
"type": "ai_tool",
"index": 0
}
]
]
}
}
}
Credentials you'll need
Each integration node will prompt for credentials when you import. We strip credential IDs before publishing — you'll add your own.
firecrawlApiopenRouterApi
Pro
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About this workflow
This AI agent researches any product across e-commerce marketplaces and generates a full market analysis report from a single chat message. Tell it what you're looking for, your budget, and optionally the region — it handles the rest.
Source: https://n8n.io/workflows/14405/ — original creator credit. Request a take-down →
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