AI Product Opportunity Finder

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🧠 AI Product Opportunity Finder

Turn real customer reviews into decision-ready product insights. The AI Product Opportunity Finder scrapes reviews from product listings and uses an LLM to surface top strengths, repeated complaints, unmet needs, listing ideas, and (optionally) a competitor comparison across up to 5 products. Amazon is supported today — more review sources coming.

✨ Features

• 🔍 Real review extraction — pulls customer reviews embedded on each Amazon product page.
• 🧠 AI-powered insights — repeated strengths, repeated complaints, unmet needs, themes with sentiment, listing suggestions, and marketing angles.
• ⚔️ Competitor comparison — optional cross-product summary with common complaints across the market and differentiation opportunities.
• 🛡️ Graceful failure — one bad URL doesn't stop the run; failed products emit an error row.
• 🌍 Any output language — set outputLanguage to get summaries in your preferred language.

🛠️ How It Works

1. Paste Amazon product URLs – 1 to 5 /dp/ASIN URLs.
2. Run the actor – it scrapes each product, extracts reviews, and calls the LLM for analysis.
3. Read the insights – structured JSON rows land in the run's dataset, ready to download or integrate.

📥 Input

Example input:

{
"productUrls":[
"https://www.amazon.com/dp/B09B8V1LZ3"
],
"maxReviewsPerProduct":20,
"analysisMode":"product_insights",
"outputLanguage":"English"
}

📊 Sample Output Data

The actor pushes three row types to the dataset, distinguished by type: raw_review, product_insights, and (optionally) competitor_comparison. Example product_insights row:

{
"type":"product_insights",
"productId":"amazon:B09B8V1LZ3",
"asin":"B09B8V1LZ3",
"productTitle":"Amazon Echo Dot (newest model)",
"brand":"Amazon",
"source":"amazon",
"reviewCountAnalyzed":6,
"overallSummary":"Customers appreciate the sound quality and ease of setup, but some feel it's overpriced and miss the audio jack.",
"topStrengths":[
"Clear and vibrant sound quality",
"Easy and quick setup process",
"Good integration with Alexa and smart home devices"
],
"topComplaints":[
"Perceived as overpriced for the features",
"Missing 3.5mm audio jack"
],
"unmetNeeds":[
"Reintroduction of the audio jack",
"More competitive pricing"
],
"themes":[
{"theme":"Sound Quality","sentiment":"positive","summary":"Customers are impressed with the sound clarity and volume."}
],
"listingSuggestions":[
"Highlight sound quality and setup ease in the product description"
],
"marketingAngles":[
"Perfect for music lovers and smart home enthusiasts"
]
}

💰 Pricing

This actor uses Pay Per Event (PPE) pricing with two chargeable events:

A typical run of 3 products (~6 reviews each) costs roughly 18 × $0.001 + 3 × $0.02 ≈ $0.08. Failed products and fallback AI rows (emitted when the LLM call fails) are not charged.

Uncover your next product opportunity with AI Product Opportunity Finder today! 🚀