| name | objection-killer |
| description | Pipeline that mines top objections from reviews + ProductPinion video, generates preempting visuals via Higgsfield, validates with shopper test, then refreshes A+ FAQ section. Use when running `objection-killer {ASIN}` or when 1-3★ reviews surface a recurring objection that needs to be preempted in the listing. |
objection-killer — Find and Kill Top Objections
The chain: review-mine → optionally video-mine → generate preempting image → validate → ship-ready A+ FAQ refresh.
Prerequisites
- All 3 MCPs (SellerApp, Higgsfield, ProductPinion)
Invocation
objection-killer {ASIN}
objection-killer {ASIN} --skip-video # text reviews only (faster, no Pinion video)
objection-killer {ASIN} --top-N=3 # default: kill top 3 objections
Output
/tmp/cro-content/{ASIN}-objection-killer-{date}.md + 3 preempting images + A+ FAQ refresh spec.
Phase 1 — Mine Objections
Calls review-mining {ASIN} → ranked objections.
Optional: objection-video {ASIN} → adds hidden objections.
Combine + rank by frequency.
Phase 2 — Generate Preempting Visuals
For each top-N objection:
- Determine fix type (image / A+ module / bullet)
- For image: call
infographic-builder {ASIN} --slot={N} --benefit="not {objection}"
Example: objection "looks small" → infographic showing scale reference; objection "side effects" → trust-signal/safety callout
Phase 3 — Validate
main-image-poll if main image change, else stacked-gallery-test for slot 3-7 changes. Or aplus-comprehension if A+ module.
Phase 4 — A+ FAQ Refresh Spec
For objections that belong in A+ bottom-half FAQ (per 02-visual-content/a-plus-content.md):
- Generate FAQ module via
aplus-module-generator
- Pack alt-text with the objection-resolving phrasing
Phase 5 — Output
# Objection Killer — {ASIN}
**Date:** {date} | **Objections killed:** {N}
## Top Objections Addressed
| # | Objection | Source | % shoppers | Fix | Validation |
|---|-----------|--------|------------|-----|------------|
| 1 | "looks small" | Reviews 28% + Video 60% | 🔴 | Slot 5 scale-ref image | ✅ Validated |
| 2 | "side effects" | Reviews 15% + Video 35% | 🟡 | A+ FAQ module 4 | ✅ Validated |
| 3 | ... | ... | ... | ... | ... |
## Generated Assets
-  — preempts "looks small"
-  — preempts "side effects"
- ...
## A+ FAQ Refresh Spec
Alt-text packed for SEO + Rufus indexing:
> {ASIN} {brand} {benefit} — answers the question "{objection-as-question}" — {keywords}
## Designer Brief
- Polish slot 5 image (scale ref must be unmistakable)
- A+ module 4 needs branded design — use generated as composition
- Update alt-text on all A+ images per the table above
## MYE Launch Plan
- Slot 5 image swap → A/B test
- A+ module replacement → no MYE (instant deploy via Brand Registry)
- Success: 1-3★ reviews mentioning {objections} should drop within 60 days
Reference Files
~/.claude/skills/cro/review-analysis.md- Vault:
CRO-Knowledge-Base/MASTER-CRO-REFERENCE.md §4 ("Recurring complaint → preempt with image")
Quality Bar
Auto-Triggers
- 1-3★ review trend turning negative
- New critical review surfaces in
review-velocity-monitor
- User says "fix the objections on {ASIN}"
