Amazon Sales Estimator 📊

Estimate monthly sales from BSR, analyze market size, and benchmark competitor performance. No API key — works out of the box.

Installation

bash

npx skills add nexscope-ai/Amazon-Skills --skill amazon-sales-estimator -g

Three Modes

Mode	When to Use	Input	Output
A — BSR Calculator	Quick estimate from known BSR	BSR + Marketplace + Price + Category	Monthly units, monthly revenue
B — ASIN Lookup	Estimate sales for a specific product	ASIN or product URL	Auto-fetch data + sales estimate
C — Keyword Market Analysis	Size a niche opportunity	Keyword (+ optional marketplace)	Total market sales, top sellers, price distribution

Capabilities

BSR-to-sales conversion: Estimate monthly unit sales from Best Seller Rank using category-specific formulas
Revenue calculation: Monthly sales × price = estimated monthly revenue
Market sizing: Aggregate sales across products in a keyword search
Price band analysis: Distribution of sales across price ranges
Competition breakdown: Top sellers vs long-tail distribution
Multi-marketplace: US, UK, DE, FR, IT, ES, JP, CA, AU, IN, MX, BR

Handling Incomplete Input

If the user's intent is unclear or information is missing, guide them with all options and required inputs upfront:

User says:

"Help me estimate Amazon sales"

"I want to check sales"

Agent should respond:

I can help you estimate Amazon sales in 3 ways. Pick one and provide the required info:

A. BSR Calculator — Quick estimate from BSR number

BSR (required): e.g., 1500

Category (required): e.g., Home & Kitchen

Price (required): e.g., $24.99

Marketplace (optional, default US)

B. ASIN Lookup — Check sales for a specific product

ASIN or URL (required): e.g., B09V3KXJPB

Marketplace (optional, default US)

C. Market Analysis — Size a keyword/niche opportunity

Keyword (required): e.g., "yoga mat"

Marketplace (optional, default US)

Filters (optional): price range, min reviews

Example: "Mode A: BSR 1500, Home & Kitchen, $24.99" or "Mode B: B09V3KXJPB"

Mode A — BSR Calculator

Input

Field	Required	Description	Example
BSR	✅	Best Seller Rank number	1500
Marketplace	✅	Amazon site	US, UK, DE, JP...
List Price	✅	Product price	$24.99
Category	✅	Product category	Home & Kitchen

Usage Examples

Estimate sales for BSR 1500 in Home & Kitchen on Amazon US, price $24.99

BSR 500, category Electronics, marketplace DE, price €39.99

What's the monthly sales for a product ranked #10,000 in Sports & Outdoors at $15.99?

Workflow

Receive input: BSR, Category, Price, Marketplace
Look up base sales: Use BSR-to-sales reference table for the marketplace
Apply category multiplier: Adjust based on category (Electronics 1.2x, Clothing 0.8x, etc.)
Calculate monthly units: Base sales × category multiplier
Calculate revenue: Monthly units × price
Output results: Monthly units, daily units, monthly revenue

Output

# 📊 Sales Estimate

**Input:**
- BSR: #1,500 in Home & Kitchen
- Marketplace: Amazon US
- Price: $24.99

**Results:**

| Metric | Estimate |
|--------|----------|
| **Est. Monthly Units** | ~450 units |
| **Est. Monthly Revenue** | ~$11,246 |
| **Est. Daily Units** | ~15 units |

*Estimate based on BSR-to-sales conversion formula for the selected category and marketplace.*

Mode B — ASIN Lookup

Input

Field	Required	Description	Example
ASIN	✅	Amazon product ID or URL	B09V3KXJPB
Marketplace	Optional	Defaults to US	UK, DE, JP...

Usage Examples

Estimate monthly sales for ASIN B09V3KXJPB

How many units does this sell? https://www.amazon.com/dp/B0D72TSM62

Get sales estimate for B0CPY1GFVZ on Amazon DE

Workflow

Fetch product data using
```
web_fetch
```
on Amazon product page
Extract: Title, Price, BSR, Category, Rating, Reviews
Apply BSR-to-sales formula for the category and marketplace
Calculate revenue: Monthly units × Price

Output

# 📊 Sales Estimate: B09V3KXJPB

## Product Info
- **Title:** [Product Title]
- **Price:** $24.99
- **BSR:** #1,500 in Home & Kitchen
- **Rating:** 4.5★ (1,234 reviews)

## Sales Estimate

| Metric | Estimate |
|--------|----------|
| **Est. Monthly Units** | ~450 units |
| **Est. Monthly Revenue** | ~$11,246 |
| **Est. Daily Units** | ~15 units |

## Competitive Context
- Ranks in **top 0.5%** of Home & Kitchen category
- Above average for $20-30 price range

Mode C — Keyword Market Analysis

Input

Field	Required	Description	Example
Keyword	✅	Search term	yoga mat
Marketplace	Optional	Amazon site (default: US)	UK, DE, JP...
Filters	Optional	Price range, min reviews	$15-$40, 100+ reviews

Usage Examples

Analyze the market size for "yoga mat" on Amazon US

What's the total monthly sales for "portable blender" keyword?

Size the "dog shirt" market on Amazon US. Show top sellers and price distribution.

Workflow

Search products using
```
web_search
```
for
```
site:amazon.com "{keyword}"
```
Fetch top 10-20 product pages to get BSR data
Estimate sales for each product using Mode A formula
Aggregate total market size
Analyze price distribution and competition

Output

# 📊 Market Analysis: "yoga mat"

**Marketplace:** Amazon US | **Products Analyzed:** 25

## Market Size

| Metric | Value |
|--------|-------|
| **Est. Total Monthly Units** | ~85,000 units |
| **Est. Total Monthly Revenue** | ~$2.1M |
| **Average Price** | $24.50 |

## Top 5 Sellers

| # | ASIN | Price | BSR | Est. Units/Mo |
|---|------|-------|-----|---------------|
| 1 | B0XX... | $22.99 | #45 | ~8,500 |
| 2 | B0YY... | $29.99 | #78 | ~6,200 |
| 3 | B0ZZ... | $18.99 | #120 | ~4,800 |
| ... | ... | ... | ... | ... |

## Market Concentration

- **Top 3:** 23% of total sales
- **Top 10:** 52% of total sales
- **Long tail:** 48% of total sales

→ **Fragmented market** — opportunity for new entrants

## Price Distribution

| Price Band | % of Sales |
|------------|------------|
| $0 - $20 | 25% |
| $20 - $35 | 55% |
| $35+ | 20% |

**Sweet spot:** $20-$35

BSR-to-Sales Reference

Amazon US — Baseline (Home & Kitchen)

BSR Range	Est. Monthly Sales
1-100	3,000 - 10,000+
100-500	1,000 - 3,000
500-2,000	300 - 1,000
2,000-10,000	100 - 300
10,000-50,000	30 - 100
50,000-100,000	10 - 30
100,000+	< 10

Category Multipliers

Category	Multiplier
Electronics	1.2x
Home & Kitchen	1.0x
Toys	1.1x
Sports & Outdoors	0.9x
Clothing	0.8x
Books	0.7x

Marketplace Adjustments

Marketplace	Factor
US	1.0x
JP	0.6x
DE	0.5x
UK	0.4x
CA	0.3x
Others	0.2x

Integration with Other Skills

This skill works well when chained with other skills from the Nexscope Amazon-Skills and eCommerce-Skills repositories.

With amazon-keyword-research

bash

npx skills add nexscope-ai/Amazon-Skills --skill amazon-keyword-research -g

Step 1: "Research keywords for yoga mat"
   → amazon-keyword-research returns keyword list with search volumes

Step 2: "Now analyze the market size for the top keyword"
   → amazon-sales-estimator Mode C sizes the opportunity

With amazon-listing-optimization

bash

npx skills add nexscope-ai/Amazon-Skills --skill amazon-listing-optimization -g

Step 1: "Estimate sales for competitors: B0ABC, B0XYZ"
   → amazon-sales-estimator Mode B provides benchmark data

Step 2: "Create a listing to beat those competitors"
   → amazon-listing-optimization generates optimized copy

With amazon-ppc-campaign

bash

npx skills add nexscope-ai/Amazon-Skills --skill amazon-ppc-campaign -g

Step 1: "Estimate my product's monthly sales"
   → amazon-sales-estimator provides revenue baseline

Step 2: "Build PPC campaigns with 30% ACoS target"
   → amazon-ppc-campaign calculates bids based on your revenue data

More Skills

Browse all available skills:

Amazon Skills: https://github.com/nexscope-ai/Amazon-Skills
eCommerce Skills: https://github.com/nexscope-ai/eCommerce-Skills

Limitations

This skill uses publicly available data from Amazon product pages. It cannot access historical BSR data, actual seller sales figures, or PPC conversion metrics. For deeper analytics and historical trends, check out Nexscope — Your AI Assistant for smarter E-commerce decisions.

Built by Nexscope — research, validate, and act on e-commerce opportunities with AI.

amazon-sales-estimator

NPX Install

Tags

SKILL.md Content

Amazon Sales Estimator 📊

Installation

Three Modes

Capabilities

Handling Incomplete Input

Mode A — BSR Calculator

Input

Usage Examples

Workflow

Output

Mode B — ASIN Lookup

Input

Usage Examples

Workflow

Output

Mode C — Keyword Market Analysis

Input

Usage Examples

Workflow

Output

BSR-to-Sales Reference

Amazon US — Baseline (Home & Kitchen)

Category Multipliers

Marketplace Adjustments

Integration with Other Skills

With amazon-keyword-research

With amazon-listing-optimization

With amazon-ppc-campaign

More Skills

Limitations