Amazon Product Intelligence - AI Product Analysis

Analyze any Amazon product or niche with AI. Get opportunity scores, review sentiment analysis, pricing recommendations, listing optimization suggestions, and market gap reports. Search multiple niches in a single run. Pay only for what you use.

What You Get

Each product is analyzed across 5 dimensions:

1. Opportunity Score (1-10) — AI rates the market opportunity based on reviews, pricing, and market gaps
2. Review Sentiment Analysis — Positive/negative themes, what buyers love and hate
3. Pricing Recommendations — Optimal price point with min/max range and reasoning
4. Listing Optimization — Suggested title, bullet points, keywords, and improvements
5. Market Gap Report — Weaknesses extracted from negative reviews with frequency ratings

Quick Start

Search a niche

{
    "searchQueries": ["wireless earbuds"],
    "maxProducts": 10
}

Compare multiple niches

{
    "searchQueries": ["wireless earbuds", "yoga mat", "dog bed"],
    "maxProducts": 15
}

Analyze specific products

{
    "asins": ["B0BDHWDR12", "B09V3KXJPB", "B0D1XD1ZV3"],
    "maxProducts": 3
}

Input Parameters

Parameter	Type	Required	Default	Description
searchQueries	string[]	No*	["wireless earbuds"]	Product keywords or niches to research. Add multiple to compare niches in one run.
asins	string[]	No*	—	Specific Amazon ASINs or product URLs to analyze
maxProducts	integer	No	10	Total products to analyze across all queries (1-50)
amazonDomain	string	No	amazon.com	Marketplace: amazon.com, amazon.co.uk, or amazon.de
reviewsPerProduct	integer	No	20	Reviews to sample for sentiment analysis (5-50)
proxyConfig	object	No	US Residential	Proxy configuration (residential proxies required for Amazon)

*Either searchQueries or asins must be provided. When using multiple queries, products are distributed evenly and deduplicated.

Example Output

Real output from analyzing Apple AirPods Pro (2nd Gen):

{
    "asin": "B0BDHWDR12",
    "title": "Apple AirPods Pro (2nd Gen) Wireless Earbuds...",
    "url": "https://www.amazon.com/dp/B0BDHWDR12",
    "searchQuery": "wireless earbuds",
    "availability": "In Stock",
    "price": 248.33,
    "currency": "USD",
    "rating": 4.7,
    "reviewCount": 57854,
    "category": "apple-devices",
    "bulletPoints": ["RICHER AUDIO EXPERIENCE...", "NEXT-LEVEL ACTIVE NOISE CANCELLATION..."],
    "imageUrls": ["https://m.media-amazon.com/images/I/61f1YfTkTDL._AC_SX522_.jpg"],
    "starDistribution": {
        "5_star": 87,
        "4_star": 7,
        "3_star": 3,
        "2_star": 0,
        "1_star": 3
    },
    "opportunityScore": 7,
    "opportunityReason": "High review count and positive sentiment, but counterfeit complaints and packaging issues indicate gaps for new sellers.",
    "sentimentAnalysis": {
        "overallSentiment": "very_positive",
        "positiveThemes": ["noise cancellation", "sound quality", "comfort", "battery life"],
        "negativeThemes": ["counterfeit concerns", "packaging issues"],
        "buyerLoves": ["noise cancellation effectiveness", "sound clarity", "comfortable fit"],
        "buyerHates": ["counterfeit products", "poor packaging"]
    },
    "pricingRecommendation": {
        "sweetSpot": 229.99,
        "range": { "min": 199.99, "max": 249.99 },
        "reasoning": "Premium quality positioning while remaining competitive in the market."
    },
    "listingOptimization": {
        "suggestedTitle": "Apple AirPods Pro (2nd Gen) - Wireless Earbuds with Active Noise Cancellation & Spatial Audio",
        "suggestedBullets": [
            "Experience superior sound with advanced H2 chip for immersive audio.",
            "Up to 2x better noise cancellation for a focused listening experience.",
            "Customizable fit with multiple ear tip sizes for all-day comfort."
        ],
        "keywordSuggestions": ["wireless earbuds", "noise cancelling", "ANC earbuds", "spatial audio"],
        "improvements": ["Add comparison chart vs competitors", "Highlight battery life in title"]
    },
    "competitorWeaknesses": [
        {
            "weakness": "Counterfeit products being sold",
            "frequency": "occasional",
            "opportunity": "Sell verified authentic products with proof of authenticity"
        }
    ],
    "topPositiveReviews": [{ "rating": 5, "title": "Amazing noise cancellation", "text": "...", "helpful": 167 }],
    "topNegativeReviews": [{ "rating": 1, "title": "Counterfeit product", "text": "...", "helpful": 0 }],
    "scrapedAt": "2026-02-13T14:22:37.000Z",
    "analysisModel": "gpt-4o-mini",
    "aiCostUsd": 0.0005
}

Output Views

Results are organized into 4 dataset views in the Apify Console:

View	What It Shows
Overview	Search query, product title, availability, price, rating, review count, opportunity score
Opportunities	Opportunity score, reasoning, pricing recommendation, market weaknesses
Sentiment Analysis	Rating, review count, sentiment breakdown, listing optimization suggestions
Full Details	All fields including raw reviews, images, bullet points, and metadata

Use Cases

Amazon Private Label Research

Search a niche keyword like "yoga mat" and get AI-scored opportunities. Find products with high demand but exploitable market gaps — poor packaging, missing features, or gaps in customer service that you can improve on.

Product Monitoring

Track specific ASINs over time. The AI extracts what buyers complain about, giving you actionable intelligence to differentiate your product and listing.

Listing Optimization

Get AI-generated title suggestions, bullet points, and keyword recommendations based on what actually drives positive reviews. Improve your conversion rate with data-driven copy.

Niche Validation

Before investing in a new product, run a quick analysis on the top 10 results. The opportunity scores and pricing recommendations tell you if the market has room for another seller.

Integration Examples

Export to Google Sheets

After a run completes, go to the dataset page and click Export > Google Sheets.

Automate with n8n / Zapier / Make

Use the Apify integration to trigger runs on a schedule and send results to your preferred tool:

1. n8n: Use the Apify node to call the actor and process results
2. Zapier: Connect via the Apify Zapier integration
3. Make.com: Use the Apify HTTP module

API Access

cURL:

curl "https://api.apify.com/v2/acts/webdatalabs~amazon-product-intelligence/run-sync-get-dataset-items?token=YOUR_TOKEN" \
  -d '{"searchQueries": ["wireless earbuds"], "maxProducts": 5}' \
  -H "Content-Type: application/json"

JavaScript:

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: 'YOUR_TOKEN' });
const run = await client.actor('webdatalabs/amazon-product-intelligence').call({
    searchQueries: ['wireless earbuds', 'yoga mat'],
    maxProducts: 10,
});
const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items);

Python:

from apify_client import ApifyClient

client = ApifyClient("YOUR_TOKEN")
run = client.actor("webdatalabs/amazon-product-intelligence").call(
    run_input={"searchQueries": ["wireless earbuds", "yoga mat"], "maxProducts": 10}
)
items = client.dataset(run["defaultDatasetId"]).list_items().items
print(items)

Pricing

This actor uses pay-per-event pricing. You pay per product analyzed.

Component	Approximate Cost
AI analysis (GPT-4o-mini)	~$0.001/product
Residential proxy bandwidth	~$0.002/product
Platform compute (1 GB RAM)	~$0.001/product
Total cost to you	~$0.05/product

Cost optimization tips:

• Use specific ASINs instead of search when you know what to analyze (fewer page loads)
• Set reviewsPerProduct to 10 for faster runs if detailed sentiment isn't critical

Supported Marketplaces

Marketplace	Domain	Currency	Status
Amazon US	amazon.com	USD	Fully supported
Amazon UK	amazon.co.uk	GBP	Fully supported
Amazon Germany	amazon.de	EUR	Fully supported

FAQ

Is this legal?

This actor scrapes publicly available product data from Amazon. It does not access private accounts, bypass authentication, or violate GDPR. Always review Amazon's Terms of Service for your use case.

Do I need residential proxies?

Yes. Amazon blocks datacenter proxies. The default configuration uses Apify's US residential proxies, which are included in your Apify subscription (bandwidth usage applies).

How many reviews does it analyze per product?

The actor extracts 10-15 reviews per product from the public product page (no Amazon login required). This is sufficient for AI sentiment analysis to identify patterns. The reviewsPerProduct setting controls the target, but actual count depends on what Amazon shows.

Can I schedule recurring runs?

Yes. Use Apify's built-in scheduler to run the actor daily, weekly, or monthly. The state management system skips products already analyzed in previous runs (within the same scheduled task).

What AI model is used?

GPT-4o-mini by OpenAI. It provides the best balance of quality, speed, and cost for product analysis. The OpenAI API key must be configured as an actor secret (environment variable).

How accurate are the opportunity scores?

The scores are AI-generated based on review sentiment, pricing data, market saturation, and identified gaps. They should be used as a starting point for research, not as a definitive investment signal. Always validate with your own market knowledge.

Why is the price null for some products?

Products that are "Currently Unavailable" or "Out of Stock" on Amazon don't have a price. The availability field tells you the stock status. This is expected behavior, not a bug.

Can I analyze more than 50 products at once?

The maximum per run is 50 products. For larger analyses, split into multiple runs or use the Apify scheduler to process batches.

How does multi-query search work?

When you provide multiple search queries, the actor distributes maxProducts evenly across queries and deduplicates results. Each output record includes a searchQuery field so you can filter by niche.

Limitations

• Reviews: 10-15 per product maximum (Amazon requires login for more)
• BSR (Best Seller Rank): Not available for all products (depends on Amazon page layout)
• AI key required: You must configure an OpenAI API key as an actor secret
• Rate limits: Sequential scraping with delays to avoid Amazon blocks

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Support

• Issues: GitHub Issues
• Email: furkanc58@gmail.com
• Apify: Actor page

Custom Solutions

Need a custom scraping solution or modifications to this actor? Contact us at furkanc58@gmail.com.

We offer:

• Custom data extraction pipelines
• Integration with your existing tools and workflows
• Dedicated support and maintenance
• Volume pricing for enterprise use

Legal Disclaimer

This actor is provided for educational and research purposes. Users are responsible for ensuring their use complies with applicable laws, regulations, and the terms of service of the websites being scraped. The authors are not responsible for any misuse of this tool. Always respect website terms of service and applicable data protection regulations (GDPR, CCPA, etc.).