Research quick to set up

E-commerce Product Research and Market Report

Send a product query and budget to get a structured market report with pricing, reviews, complaints.

Verified 2026-07-07

E-commerce OperatorFreelancer-Consultant

What it does

Get a structured market report with pricing, reviews, and complaints by simply sending your product query and budget. This process analyzes data from platforms like Amazon and Noon to provide you with buying insights and gap analysis for sellers.

How it works

When it runs: Run manually · Manual · on demand
How hands-off: Assists you, you do the final step
Setup: Quick setup · under an hour
Works with: n8n AI Agent node, Firecrawl, OpenRouter Chat Model

Tools that fit

Services

n8n AI Agent node : Orchestrating the workflow and planning search strategy

api

Firecrawl : Searching and scraping product pages across marketplaces

LLM

OpenRouter Chat Model : Analyzing data and generating the structured report

Watch out for

Firecrawl may block requests if you exceed their rate limits, so implement retry logic with exponential backoff in your workflow.
Scraped review text often contains noise or irrelevant content, so add a preprocessing step to clean the data before sending it to the LLM.
OpenRouter models can hallucinate specific product details not present in the source, so instruct the model to only use provided context for factual claims.
Regional pricing differences might be missed if you do not explicitly pass the target region parameter to the Firecrawl search query.

Seen in the wild

n8n: Research e-commerce products with Firecrawl and AI for a full market report template

Want this running in your business?

This is what I do. I design and build AI agents like this one, and keep them running. If you want it set up for your team instead of doing it yourself, get in touch.

Get in touch

Who it's for

Also fits E-commerce Operator.

Freelancers and consultants can run this per-client with no changes beyond the source data.

Frequently asked questions

Who is this for?

E-commerce Operator and freelancers and consultants, or anyone doing research work who wants this handled automatically rather than manually.

How long does it take to set up?

Quick setup: plan for under an hour to get it running end to end.

Related use cases

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