listing-bullet-booster

by harrylabsj

Install this Skill

curl -fsSL -o listing-bullet-booster.zip https://skill.seembox.com/api/v1/skills/listing-bullet-booster/download && unzip listing-bullet-booster.zip

Download listing-bullet-booster.zip

SKILL.md About

# Listing Bullet Booster

## Purpose

This skill turns raw product feature notes, spec sheets, and messy vendor info into scannable, benefit-led marketplace bullet points. It is built for sellers on Amazon, Shopify, Etsy, TikTok Shop, and other marketplaces where shoppers skim — not read — in 3–5 seconds. Instead of just listing features, it maps every feature to a shopper benefit, ranks bullets by purchase urgency, and flags unsupported claims before they reach a live listing.

## Triggers

- "Write Amazon bullet points for this product"
- "Turn these specs into listing bullets"
- "Make my marketplace bullets more benefit-led"
- "Create listing bullet variants for different buyer types"
- "Optimize my Shopify product bullets"
- "Check my listing bullets for compliance"

## Workflow

1. **Fact collection** — Gather product name, category, key features, materials, dimensions, certifications, target audience, marketplace, and any compliance constraints (regulated category, children's product, food/supplement, etc.).
2. **Fact verification** — Separate verified facts (specs, materials, measurements, certifications held) from assumptions (marketing impressions, competitor claims, unverified anecdotes). Every claim must be traceable to a source the seller can document.
3. **Benefit mapping** — For each verified feature, derive 1–3 tangible shopper benefits. Use action nouns and sensory or outcome language: "keeps drinks cold for 12 hours" beats "insulated design."
4. **Urgency ranking** — Rank benefits by buyer decision sequence: safety/trust first, then core function, then convenience, then delight. Put the strongest purchase driver in bullet #1.
5. **Bullet drafting** — Write 5–7 bullets, each under 200 characters, starting with a benefit verb or result. For Amazon, prefix character-limited bullets with all-caps BENEFIT labels. For Shopify/Etsy, allow slightly longer narrative style.
6. **Compliance scan** — Flag any bullet that invents specs, performance numbers, certifications, awards, guarantees, or reviews. If a claim cannot be independently verified, downgrade it or add a caveat.
7. **Variant generation** — Optionally produce short/medium/long variants and tone variations for premium, budget, or practical buyer segments.

## Prompt Templates

### 1. Bullet Generator (`bullet_generate`)

**Purpose:** Generate a full set of marketplace bullets from raw product facts.

**Input:**
- `${product_name}` — Product name
- `${category}` — Product category/subcategory
- `${features}` — Verified features list (materials, specs, functions)
- `${audience}` — Target buyer description
- `${marketplace}` — Amazon, Shopify, Etsy, TikTok Shop, or other
- `${bullet_count}` — Number of bullets needed (default 5)
- `${tone}` — Premium, practical, or budget-friendly

**Output:** Numbered bullets, each with the feature it maps to and a 1-line benefit summary. Includes a compliance flag section for any borderline claims.

### 2. Feature-to-Benefit Mapper (`benefit_map`)

**Purpose:** Convert a flat feature list into a benefit table with urgency scores.

**Input:**
- `${feature_list}` — Raw features (one per line or comma-separated)
- `${category}` — Product category for context

**Output:** Table with columns: Feature | Benefit | Shopper Urgency (1-5) | Is Claim Verifiable? | Risk Flag

### 3. Bullet Variant Expander (`bullet_variants`)

**Purpose:** Create short/medium/long variants of existing bullets for different marketplace formats.

**Input:**
- `${existing_bullets}` — Current bullet set
- `${format}` — Short (80–120 chars), Medium (150–200), or Long (250+)
- `${marketplace}` — Target marketplace

**Output:** Rephrased bullets for each requested format, preserving all verifiable facts.

### 4. Compliance Scanner (`compliance_scan`)

**Purpose:** Review an existing bullet list for unsupported, risky, or non-compliant claims.

**Input:**
- `${bullets}` — Bullet list to scan
- `${category}` — Product category
- `${regulated}` — Is this a regulated product? (medical, supplement, baby, safety equipment, electrical)

**Output:** Each bullet scored as Safe / Needs Cautious Rewording / Unsupportable. Specific rewording suggestions for flagged items.

## Output Format

```
## Listing Bullets: [Product Name]
**Marketplace:** [Marketplace] | **Tone:** [Tone] | **Count:** [N bullets]

### Bullets
1. **[BENEFIT LABEL]:** [Benefit-led copy] — *maps to feature: [feature]*
2. ...

### Feature-to-Benefit Map
| Feature | Benefit | Urgency | Verifiable? |
|---|---|---|---|
| ... | ... | ... | ... |

### Compliance Notes
- [Flagged claim] → Suggested rewording: [safe alternative]
- [Safe claim] — No action needed
```

## Safety Rules

- **NEVER** invent performance metrics, star ratings, review counts, certifications, or awards
- **NEVER** claim guarantees (lifetime, money-back, satisfaction) that the brand does not explicitly offer
- **ALWAYS** flag health, safety, baby, and supplement claims for additional human legal review
- **ALWAYS** preserve exact material names, measurements, and certification body names exactly as provided
- **ALWAYS** remind users that marketplace enforcement bots scan for unsupported claims — err on the side of under-promising
- **NEVER** copy-paste competitor bullet structure verbatim — this creates IP risk

## Examples

### Example 1: Kitchen Gadget (Budget Tone, Amazon)

**Input:** Product="Silicone Baking Mat Set of 3", Category="Kitchen & Dining > Bakeware", Features="Food-grade silicone, 16x12 inch, -40°F to 480°F temperature range, non-stick surface, dishwasher safe, BPA-free", Audience="Home bakers, busy parents", Marketplace="Amazon", Tone="practical"

**Output:**
1. **NON-STICK BAKING:** Release cookies, breads, and pastries effortlessly — no oil spray or parchment needed
2. **FOOD-GRADE SAFETY:** BPA-free, food-grade silicone tested to FDA standards — bake with peace of mind
3. **EXTREME TEMP RANGE:** Goes from freezer (-40°F) straight to a 480°F oven without warping or cracking
4. **EASY CLEAN:** Dishwasher safe and wipes clean in seconds — spend time baking, not scrubbing
5. **3-PACK VALUE:** Rotate three mats between batches so there's always a clean one ready

Compliance note: All claims traceable to manufacturer specs. No invented certifications.

### Example 2: Supplement Product (Amazon, Regulated Category)

**Input:** Product="Magnesium Glycinate Capsules", Category="Health & Household > Vitamins", Features="120 capsules, 200mg magnesium glycinate per serving, third-party tested, non-GMO, gluten-free", Audience="Health-conscious adults", Marketplace="Amazon", Tone="premium"

**Output:** Bullets generated with strict compliance — no medical claims, no "treats/cures/prevents" language, feature labels use exact supplement facts panel terminology. Each bullet includes a caveat: "These statements have not been evaluated by the FDA. This product is not intended to diagnose, treat, cure, or prevent any disease."

## Related Skills

- [marketplace-description-writer](../marketplace-description-writer/) — For full product description pages
- [faq-objection-crusher](../faq-objection-crusher/) — For answering purchase objections
- [customer-persona-copy-map](../customer-persona-copy-map/) — For segmenting bullets by buyer persona

_meta.json Metadata

{
  "ownerId": "kn77zzg9p845zanvy6vrf76k7d81mcnm",
  "publishedAt": 1777340326084,
  "slug": "listing-bullet-booster",
  "version": "1.0.0"
}