SellerSprite Product Research
Input a keyword or ASIN, AI automatically calls the SellerSprite API to fetch market data and outputs a structured product research report.
Prerequisites
Set your SellerSprite API Key (get one at open.sellersprite.com):
export SELLERSPRITE_SECRET_KEY="your-secret-key"
Ensure openclaw CLI is installed (used for AI analysis):
which openclaw
Quick Start
# Basic product research (keyword)
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "wireless earbuds"
# Specify marketplace (default: US)
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "yoga mat" --marketplace UK
# Use a specific AI model
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "phone case" --model claude
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "phone case" --model gemini
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "phone case" --model gpt-5
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "phone case" --model grok
# Use full model ID
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "yoga mat" --model anthropic/claude-opus-4-6
# Analyze a competitor by ASIN
bash ~/.claude/skills/sellersprite-product-research/selection.sh --asin B08N5WRWNW --marketplace US
# Save report to file
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "LED strip" --output report.md
Supported Models
Uses openclaw for AI inference. Pass --model with a shorthand alias or full model ID:
| Alias | Model |
|---|---|
claude | anthropic/claude-sonnet-4-6 |
claude-opus | anthropic/claude-opus-4-6 |
claude-haiku | anthropic/claude-haiku-4-5 |
gemini | google/gemini-2.5-pro |
gemini-flash | google/gemini-2.5-flash |
gpt-4o | openai/gpt-4o |
gpt-5 | openai/gpt-5 |
grok | xai/grok-4 |
deepseek | groq/deepseek-r1-distill-llama-70b |
qwen | groq/qwen/qwen3-32b |
mistral | mistral/mistral-large-latest |
Any full model ID from openclaw models list --all is also accepted.
Sample Output
╔══════════════════════════════════════════════════════════════╗
║ SellerSprite Product Research Report ║
║ Keyword: wireless earbuds | Market: US | 2026-03-09 ║
╚══════════════════════════════════════════════════════════════╝
📊 Market Overview
──────────────────────────────────────
Products 1,284
Avg Monthly Units 456/mo
Avg Price $28.50
Avg Ratings 3,210
Blue Ocean Index ████░░░░░░░░░ 3.2 / 10
🔴 Risk Signals
══════════════════════════════════════════════
1. High Competition — TOP10 monthly sales concentration 78%
2. Brand Barrier — Anker/JBL hold 35% market share
...
🟢 Opportunity Windows
══════════════════════════════════════════════
1. [Price Gap] $15-$20 range has few competitors but strong search volume
2. [New Product Bonus] New listings grew 42% in last 90 days
...
🎯 Recommended Entry Strategy
══════════════════════════════════════════════
1. Target $15-18 price range, differentiate on sport/waterproof features...
📌 Top Reference Products
──────────────────────────────────────────────
B0XXXXXXXX 2,340/mo $19.9 4.3★ FBA ⭐ Best Seller
...
How It Works
① Input keyword / ASIN / category
↓
② Call SellerSprite API (product research + keyword research)
↓
③ Parse market data (sales, price, competition, trends)
↓
④ Claude AI deep analysis (Blue Ocean scoring + strategy)
↓
⑤ Output structured product research report
Scripts
| File | Description |
|---|---|
selection.sh | Main entry point |
fetch.sh | SellerSprite API data fetching |
analyze.sh | AI analysis and report rendering |
Marketplace Codes
| Code | Market |
|---|---|
| US | United States |
| UK | United Kingdom |
| DE | Germany |
| JP | Japan |
| CA | Canada |
| FR | France |
| IT | Italy |
| ES | Spain |
| MX | Mexico |
| AU | Australia |
Notes
- API rate limit: 40 requests/min, max 100 items per request
- Max 2,000 products per query
- Each analysis uses approx 3,000–8,000 tokens ($0.02–$0.05)
- Recommend querying data from the last 1–3 months for freshness