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AI Amazon Product Dominator — Find Winning Products & Crush the Competition Before You Launch

by nicemaths123 · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ⚠ suspicious
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Install in OpenClaw
/install ai-amazon-product-dominator-v2
Description
Scrapes Amazon to identify winning products, analyze competitors, mine negative reviews, calculate profits, craft optimized listings, and create launch videos.
README (SKILL.md)

🛒 AI Amazon Product Dominator — Find Winning Products & Crush the Competition Before You Launch


📋 ClawHub Info

Slug: ai-amazon-product-dominator

Display Name: AI Amazon Product Dominator — Find Winning Products & Crush the Competition Before You Launch

Changelog: v1.0.0 — Scrapes Amazon for high-demand low-competition products, reverse-engineers top competitor listings, mines 1-star reviews for product improvement angles, calculates real profit margins, generates an optimized listing with SEO keywords, and produces a product launch video via InVideo AI. Powered by Apify + InVideo AI + Claude AI.

Tags: amazon fba product-research ecommerce apify invideo private-label listing-optimization keyword-research dropshipping profit-margin product-launch


Category: E-commerce / Amazon FBA
Powered by: Apify + InVideo AI + Claude AI

Input a niche or product category. Get a complete Amazon product domination report — winning products identified, competitor weaknesses exposed, real profit margins calculated, fully optimized listing written, and a product launch video produced. Launch smarter. Win faster.


💥 Why This Skill Will Dominate ClawHub

Amazon FBA is a $600 billion marketplace. Every year, thousands of entrepreneurs try to launch on Amazon — and 80% fail because they picked the wrong product or launched without understanding the competition.

This skill gives every Amazon seller the same intelligence that professional product research agencies charge $2,000–$5,000 per report for. In 10 minutes. For under $3.

Target audience: Amazon FBA sellers, private label entrepreneurs, Shopify sellers expanding to Amazon, dropshippers, e-commerce agencies, product sourcing consultants. That's millions of active sellers worldwide.

What gets automated:

  • 🔍 Scrape Amazon search results for any niche — sales estimates, BSR, reviews
  • 📊 Score product opportunities — high demand, low competition, good margins
  • 💬 Mine 1-star reviews of top competitors — build a better product before you launch
  • 💰 Calculate real profit margins — product cost + FBA fees + ads = true net profit
  • ✍️ Write fully optimized Amazon listing — title, bullets, description, backend keywords
  • 📈 Build launch strategy — keyword ranking, PPC structure, review velocity plan
  • 🎬 Produce product launch video via InVideo AI for listing & ads

🛠️ Tools Used

Tool Purpose
Apify — Amazon Product Scraper BSR, reviews, pricing, sales estimates per ASIN
Apify — Amazon Reviews Scraper 1-star & 2-star competitor reviews — product improvement goldmine
Apify — Amazon Keyword Scraper Search volume, CPC, keyword difficulty
Apify — Google Trends Scraper Demand trajectory — seasonal or evergreen?
Apify — Reddit Scraper r/BuyItForLife, r/amazonreviews — real buyer language
InVideo AI Produce product launch video for Amazon listing & ads
Claude AI Opportunity scoring, listing writing, launch strategy, margin calculation

⚙️ Full Workflow

INPUT: Niche or product category + target marketplace + budget
        ↓
STEP 1 — Product Opportunity Scan
  └─ Scrape top 100 products in niche by BSR
  └─ Extract: monthly sales estimate, review count, avg rating, price
  └─ Flag: high revenue + low review count = entry opportunity
        ↓
STEP 2 — Competition Depth Analysis
  └─ Top 10 competitors: review quality, listing quality, brand strength
  └─ Identify weak listings: poor photos, thin bullets, low keyword use
  └─ Detect private label vs brand — easier to compete vs brand
        ↓
STEP 3 — 1-Star Review Mining (The Secret Weapon)
  └─ All 1-star & 2-star reviews of top 5 competitors
  └─ Categorize complaints: quality, packaging, missing feature, sizing
  └─ These complaints = your product differentiation checklist
        ↓
STEP 4 — Profit Margin Calculation
  └─ Estimated product cost (from Alibaba/sourcing benchmarks)
  └─ Amazon FBA fees (weight + category based)
  └─ Referral fee (% of sale price)
  └─ Estimated PPC cost per unit
  └─ Net margin at current market price
        ↓
STEP 5 — Keyword Research
  └─ Primary keywords: highest volume, direct match
  └─ Long-tail keywords: lower competition, high intent
  └─ Backend keywords: hidden search terms competitors miss
  └─ PPC keyword clusters: exact / phrase / broad
        ↓
STEP 6 — Claude AI Writes Optimized Amazon Listing
  └─ Title: keyword-rich, within character limit, benefit-led
  └─ 5 bullet points: feature + benefit + differentiator structure
  └─ Description: story-driven, keyword-natural, conversion-focused
  └─ Backend search terms: 250 bytes of hidden keywords
        ↓
STEP 7 — Launch Strategy
  └─ Day 1–7: keyword ranking plan (honeymoon period tactics)
  └─ Review velocity: how many reviews needed to compete
  └─ PPC structure: launch campaign + defensive campaign
  └─ Break-even timeline at different sales velocity scenarios
        ↓
STEP 8 — InVideo AI Produces Product Video
  └─ 30-second product showcase video for listing main image
  └─ 60-second ad video for Sponsored Brand campaigns
  └─ Increases conversion rate 15–25% vs image-only listings
        ↓
OUTPUT: Opportunity report + competitor analysis + listing copy + launch plan + product video

📥 Inputs

{
  "research": {
    "niche": "insulated water bottles",
    "marketplace": "amazon.com",
    "budget": {
      "product_sourcing": 3000,
      "launch_ppc_budget": 1500,
      "target_selling_price": 28.99
    }
  },
  "criteria": {
    "min_monthly_revenue": 10000,
    "max_review_count_top_competitor": 2000,
    "min_profit_margin": 25,
    "avoid_seasonal": false,
    "target_bsr_range": "top 5000 in category"
  },
  "production": {
    "invideo_api_key": "YOUR_INVIDEO_API_KEY",
    "video_style": "clean_product_showcase"
  },
  "apify_token": "YOUR_APIFY_TOKEN"
}

📤 Output Example

{
  "market_overview": {
    "niche": "Insulated Water Bottles",
    "products_analyzed": 200,
    "avg_monthly_revenue_top_10": "$47,200",
    "avg_review_count_top_10": 3847,
    "opportunity_score": 74,
    "verdict": "🟡 COMPETITIVE BUT WINNABLE — Strong demand, established players. Win with differentiation from review mining."
  },
  "top_opportunities": [
    {
      "rank": 1,
      "opportunity_score": 88,
      "product_angle": "32oz Insulated Bottle with Built-in Fruit Infuser + Straw",
      "why_this_angle": "Top competitor gets 340 complaints about: no straw included, no infuser option, lid leaks. Zero competitor combines all 3 fixes in one product.",
      "market_data": {
        "estimated_monthly_searches": "74,000 (insulated water bottle)",
        "niche_monthly_searches": "18,200 (insulated bottle with straw)",
        "top_competitor_monthly_revenue": "$52,400",
        "top_competitor_review_count": 1847,
        "entry_barrier": "Medium — beatable with 200–300 reviews + strong listing"
      },
      "competitor_weaknesses": {
        "source": "847 one-star and two-star reviews analyzed",
        "top_complaints": [
          { "issue": "Lid leaks when tipped sideways", "frequency": "234 mentions", "your_fix": "Redesigned leak-proof lid — test to 45 degree angle" },
          { "issue": "No straw included — hard to drink during exercise", "frequency": "189 mentions", "your_fix": "Include 2 straws + cleaning brush in every box" },
          { "issue": "Condensation on outside despite 'insulated' claim", "frequency": "156 mentions", "your_fix": "Double-wall vacuum insulation, tested to 24-hour cold retention — call it out explicitly in listing" },
          { "issue": "Too heavy for gym bag", "frequency": "98 mentions", "your_fix": "Ultra-light design — highlight weight in grams in title" }
        ]
      },
      "profit_analysis": {
        "target_selling_price": "$28.99",
        "estimated_product_cost_fob": "$4.20",
        "fba_fulfillment_fee": "$3.42",
        "amazon_referral_fee": "$4.35 (15%)",
        "estimated_ppc_cost_per_unit": "$3.80",
        "total_costs_per_unit": "$15.77",
        "net_profit_per_unit": "$13.22",
        "net_margin": "45.6%",
        "monthly_profit_at_500_units": "$6,610"
      },
      "keyword_strategy": {
        "primary": ["insulated water bottle with straw", "leak proof water bottle", "32oz water bottle insulated"],
        "long_tail": ["water bottle with fruit infuser and straw", "insulated bottle for gym", "leakproof insulated bottle 32oz"],
        "backend_terms": "bpa free water bottle gym bottle hydration bottle cold water bottle sports bottle vacuum insulated",
        "estimated_ppc_cpc": "$0.82 avg"
      },
      "optimized_listing": {
        "title": "Insulated Water Bottle with Straw & Fruit Infuser | 32oz Leak-Proof Vacuum Flask | 24hr Cold | Lightweight BPA-Free | Gym Sports Travel",
        "bullet_1": "✅ LEAK-PROOF GUARANTEE — Our redesigned lid seals at 45° with zero drips. Throw it in your gym bag, car cupholder or hiking pack — it won't leak. Period.",
        "bullet_2": "🥤 STRAW + INFUSER INCLUDED — 2 straws, 1 fruit infuser basket and a cleaning brush in every box. Hydrate hands-free during workouts, or infuse with lemon, mint and cucumber for spa-water vibes.",
        "bullet_3": "🧊 REAL 24-HOUR COLD RETENTION — Double-wall vacuum insulation tested to keep drinks ice cold for 24 hours and hot for 12. No condensation on the outside. Ever.",
        "bullet_4": "⚖️ SURPRISINGLY LIGHTWEIGHT — At just 310g (11oz), it's 22% lighter than comparable insulated bottles. You'll forget it's in your bag until you need it.",
        "bullet_5": "💚 BPA-FREE & LIFETIME WARRANTY — Food-grade 18/8 stainless steel. Zero plastic contact with your drink. Backed by our lifetime warranty — if it breaks, we replace it. No questions.",
        "description": "Most insulated water bottles fail at the basics. They leak. They're heavy. They don't come with a straw. We built this bottle by reading 800+ competitor reviews and fixing every single complaint...",
        "backend_keywords": "water bottle insulated vacuum flask straw infuser leakproof gym bottle sports bottle BPA free 32oz cold water bottle hydration bottle"
      },
      "launch_strategy": {
        "week_1_2": "Set launch price at $22.99 with 30% coupon. Run exact match PPC on top 5 keywords. Target 2 sales/day minimum for BSR momentum.",
        "week_3_4": "Remove coupon, raise to $25.99. Expand to phrase match. Request reviews via Vine program (15 units).",
        "month_2": "Hit 50+ reviews, raise to full $28.99. Add Sponsored Brand campaign. Expand to long-tail keywords.",
        "break_even_timeline": "Month 2 at 300+ units/month",
        "review_target_by_day_90": "75 reviews minimum to compete in top 20"
      }
    }
  ],
  "product_video": {
    "listing_script": "Meet the last water bottle you'll ever buy. Leak-proof lid. Built-in straw. Fruit infuser included. 24-hour cold retention. And at just 310 grams — the lightest insulated bottle in its class. Everything your current bottle doesn't do. Done.",
    "ad_script": "Tired of water bottles that leak, weigh a ton, and don't come with a straw? We fixed every complaint. Introducing the [Brand] 32oz. Leak-proof. Lightweight. Straw included. Fruit infuser included. Cleaning brush included. $28.99 — and backed by a lifetime warranty. Try one today.",
    "duration": "listing: 30s, ad: 60s",
    "status": "produced"
  }
}

🧠 Claude AI Master Prompt

You are a world-class Amazon FBA product researcher, listing copywriter, and launch strategist.

PRODUCT DATA: {{amazon_bsr_and_sales_data}}
COMPETITOR REVIEWS: {{one_and_two_star_reviews}}
KEYWORD DATA: {{search_volume_and_cpc}}
MARKET TRENDS: {{google_trends_data}}
BUYER LANGUAGE: {{reddit_and_review_quotes}}

RESEARCH BRIEF:
- Niche: {{niche}}
- Marketplace: {{marketplace}}
- Target price: ${{target_price}}
- Budget: ${{budget}}
- Min margin: {{min_margin}}%

GENERATE COMPLETE AMAZON PRODUCT DOMINATION REPORT:

1. Market overview + opportunity score (0–100)

2. Top 3 product angles based on review mining:
   - Specific unmet need from competitor complaints
   - How many reviews mention this problem (exact count)
   - Your product differentiation to solve it

3. Full profit analysis per unit:
   - Product cost (FBO estimate)
   - FBA fees (weight-based)
   - Referral fee
   - PPC cost estimate
   - Net profit + net margin %

4. Keyword strategy:
   - 5 primary keywords with search volume
   - 10 long-tail keywords
   - Backend keyword string (250 bytes)
   - Estimated PPC CPC

5. Fully optimized Amazon listing:
   - Title (200 chars max, keyword-rich, benefit-led)
   - 5 bullet points (start with emoji + benefit, include differentiator)
   - Description (keyword-natural, story-driven, 2000 chars)
   - Backend search terms

6. 90-day launch strategy:
   - Weeks 1-2: pricing + PPC structure
   - Weeks 3-4: review velocity plan
   - Month 2: scale strategy
   - Break-even timeline

7. Two video scripts: 30s listing video + 60s ad video

LISTING COPY RULES:
- Every bullet must lead with the BENEFIT, not the feature
- Use buyer language from review mining — exact phrases they use
- Title must include primary keyword in first 5 words

OUTPUT: Valid JSON only. No markdown. No preamble.

💰 Cost Estimate

Research Apify Cost InVideo Cost Total Agency Price
1 niche full report ~$0.70 ~$3 ~$3.70 $2,000–$5,000
5 niches compared ~$3.50 ~$15 ~$18.50 $10,000–$25,000
Monthly niche monitoring ~$3/month ~$3 ~$6/month $1,000–$3,000/month

💡 Start free on Apify — $5 credits included 🎬 Produce your product videos with InVideo AI


🔗 Revenue Opportunities

User How They Use It Revenue
Amazon FBA Seller Launch winning products with full intel $10K–$100K/month per product
Product Research Agency Deliver reports to FBA clients $2,000–$5,000 per report
Private Label Brand Dominate niches with review-mined differentiation Build $1M brand
E-commerce Consultant Add product research as premium service +$3,000–$8,000 per client
Dropshipper Validate products before listing Avoid dead inventory

📊 Why This Beats Every Tool

Feature Jungle Scout ($49/mo) Helium 10 ($99/mo) AI Amazon Product Dominator
Product opportunity scoring
1-star review mining for differentiation
Full profit margin calculator Partial Partial
Optimized listing written
90-day launch strategy
Product launch video produced
Monthly cost $49 $99 ~$6

🚀 Setup in 3 Steps

Step 1 — Get your Apify API Token
Go to: Settings → Integrations → API Token

Step 2 — Get your InVideo AI account
Go to: Settings → API → Copy your key

Step 3 — Input your niche & run
Category + budget + target price. Full domination report in 10 minutes.


⚡ Pro Tips

  • 1-star reviews = your product brief — read 200 before briefing your supplier
  • Low review count + high revenue = green light — under 500 reviews with $30K/month = beatable
  • The honeymoon period is real — Amazon boosts new listings days 1–14, exploit it with PPC
  • Video = 15–25% conversion boost — your InVideo product video pays for itself in week 1
  • Price 15% below top competitor at launch — win BSR momentum, raise price at month 2

Powered by Apify + InVideo AI + Claude AI

Usage Guidance
This skill describes scraping Amazon, mining reviews, running third‑party scrapers (Apify), using Claude for analysis, and generating videos with InVideo, but it lists no API keys, install steps, or account guidance. Before installing or running it: 1) Confirm which API keys/accounts the skill will use — Apify, InVideo, and Claude normally require credentials; ask the author how they are supplied and which account will be billed. 2) Be aware of legal/ToS risk from automated scraping of Amazon/Reddit and ensure you have permission and appropriate rate limits. 3) Monitor network activity and API usage/costs the first few runs (this skill will perform outbound calls). 4) If you must provide credentials, limit scope (separate service accounts, rate limits, and billing alerts) and avoid reusing high‑privilege keys. 5) Prefer a version that explicitly declares required env vars and shows concrete, auditable API calls instead of implicit/undocumented behavior. Because of the credential/operational mismatch, treat this skill with caution and request clarification from the publisher before trusting it with real accounts or sensitive credentials.
Capability Analysis
Type: OpenClaw Skill Name: ai-amazon-product-dominator-v2 Version: 1.0.0 The skill bundle describes a legitimate workflow for Amazon FBA product research and marketing automation using Apify and InVideo AI. While it requires sensitive API keys (apify_token, invideo_api_key) and contains affiliate links for monetization, these are aligned with its stated purpose and do not show evidence of malicious intent, data exfiltration, or unauthorized execution. The logic is contained within a structured Claude AI prompt in SKILL.md that focuses on generating product reports and listing copy.
Capability Assessment
Purpose & Capability
The skill claims to perform networked tasks via Apify, InVideo AI, and Claude AI (scraping, video generation, LLM work) but the package declares no required environment variables, API keys, or instructions for authenticating to those services. A legitimate integration would normally require API credentials or an install/usage guide for those services; their absence is inconsistent.
Instruction Scope
SKILL.md is detailed and narrowly focused on Amazon product research, review mining, keyword research and video generation using the listed third‑party services. It does not instruct reading local system files or unrelated environment variables. However, it implicitly requires outbound network calls and automated scraping of Amazon/Reddit which may violate terms of service and could generate significant data collection and API usage.
Install Mechanism
This is instruction‑only (no install spec, no code files). That lowers the risk of arbitrary code being written to disk, but behavior depends entirely on the agent's runtime network calls to external services.
Credentials
No credentials or config paths are declared, yet the workflow relies on Apify, InVideo, and Claude — all of which normally require API keys/accounts. The skill should declare which credentials are needed (and for what). The lack of declared env vars is disproportionate to the described networked functionality and makes it unclear how the skill will operate or which account will be billed/used.
Persistence & Privilege
The skill does not request persistent 'always' inclusion and contains no install steps that modify other skills or global agent configuration. Autonomous invocation is allowed by default (normal) but is not combined with elevated persistence here.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install ai-amazon-product-dominator-v2
  3. After installation, invoke the skill by name or use /ai-amazon-product-dominator-v2
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release — AI Amazon Product Dominator v1.0.0 - Scrapes Amazon for high-demand, low-competition products with detailed market metrics. - Analyzes top competitor listings and mines 1-star reviews to find weaknesses and product improvement opportunities. - Calculates real profit margins, factoring in sourcing, FBA fees, and PPC costs. - Auto-generates a fully optimized Amazon listing with SEO-driven keywords. - Develops a keyword-based launch strategy and review/PPC plan. - Produces a product launch video using InVideo AI for use in listings and ads. - Powered by Apify, InVideo AI, and Claude AI for a complete Amazon launch intelligence report.
Metadata
Slug ai-amazon-product-dominator-v2
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is AI Amazon Product Dominator — Find Winning Products & Crush the Competition Before You Launch?

Scrapes Amazon to identify winning products, analyze competitors, mine negative reviews, calculate profits, craft optimized listings, and create launch videos. It is an AI Agent Skill for Claude Code / OpenClaw, with 122 downloads so far.

How do I install AI Amazon Product Dominator — Find Winning Products & Crush the Competition Before You Launch?

Run "/install ai-amazon-product-dominator-v2" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is AI Amazon Product Dominator — Find Winning Products & Crush the Competition Before You Launch free?

Yes, AI Amazon Product Dominator — Find Winning Products & Crush the Competition Before You Launch is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does AI Amazon Product Dominator — Find Winning Products & Crush the Competition Before You Launch support?

AI Amazon Product Dominator — Find Winning Products & Crush the Competition Before You Launch is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created AI Amazon Product Dominator — Find Winning Products & Crush the Competition Before You Launch?

It is built and maintained by nicemaths123 (@nicemaths123); the current version is v1.0.0.

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