LaunchFast Product Research

Use this skill for a fast, opinionated market scan across up to 10 keywords.

Inputs

If missing, ask once for:

• keywords to research
• optional target price band
• optional competition tolerance

Workflow

1. Run research

• Run research_products for each keyword.
• Prefer parallel tool calls when researching more than one keyword.
• Use focus="balanced" and product_limit=20 unless the user asks otherwise.

2. Extract core metrics per keyword

From the response, compute:

• products analyzed
• grade distribution
• median monthly revenue
• top product revenue
• average or median price
• average or median reviews
• brand concentration
• dominant brand

3. Score the market

Use this score out of 100:

score =
  (% of products graded B5 or better) * 30
+ (median revenue >= 8000 ? 30 : (median revenue / 8000) * 30)
+ (median reviews < 300 ? 20 : (300 / median reviews) * 20)
+ (median price between 18 and 60 ? 20 : 10)

Competition bands:

• Low: median reviews < 200
• Medium: median reviews 200-800
• High: median reviews > 800

Verdicts:

• GO: score >= 65
• INVESTIGATE: score 40-64
• PASS: score < 40

4. Present results

Always show:

• a ranked summary table for all keywords
• a short deep dive for the top 3

Use this table shape:

## Product Opportunity Scan

| Rank | Keyword | Score | Market Grade | Top Revenue | Avg Price | Competition | Verdict |
|------|---------|-------|--------------|-------------|-----------|-------------|---------|

For each top-3 keyword include:

• products analyzed
• grade distribution
• revenue range
• price range
• review range
• best product snapshot
• one-sentence key insight
• risk flags
• verdict with 1-2 sentence rationale

Notes

• If a keyword has missing or zero search volume, explicitly call that out.
• If the results look too narrow or too broad, suggest the better keyword variant inline.
• Do not force a follow-up question at the end; only recommend next actions when the result is borderline or strong enough to justify it.