Amazon Sif Optimizer
by @mguozhen
Amazon Listing, keyword, and advertising deep optimization agent. Comprehensive SIF (Search-Index-Funnel) optimization — audit and improve listings for searc...
clawhub install amazon-sif-optimizer📖 About This Skill
name: amazon-sif-optimizer description: "Amazon Listing, keyword, and advertising deep optimization agent. Comprehensive SIF (Search-Index-Funnel) optimization — audit and improve listings for search indexing, keyword relevance, and conversion funnel performance. Triggers: amazon listing optimizer, sif optimizer, listing optimization, keyword optimization, ad optimization, search indexing, listing audit, listing score, conversion optimization, ppc optimization, listing quality, amazon seo optimization" allowed-tools: Bash metadata: openclaw: homepage: https://github.com/mguozhen/amazon-sif-optimizer
Amazon SIF Optimizer
Search-Index-Funnel (SIF) — the complete framework for Amazon listing optimization. Audit your listing's search discoverability, keyword indexing, and conversion funnel, then get specific improvements to climb rankings and boost sales.
Commands
sif audit # full SIF audit of a listing
sif search # search discovery audit (S)
sif index # keyword indexing check (I)
sif funnel # conversion funnel audit (F)
sif title # optimize product title
sif bullets # rewrite bullet points
sif backend # optimize backend search terms
sif ads # optimize PPC campaign structure
sif score # compute SIF score (0-100)
sif compare # SIF comparison with competitor
sif improve # generate full improved listing draft
sif report # comprehensive SIF optimization report
What Data to Provide
SIF Framework
S — Search Discovery
How easily can buyers find your listing?
Search discovery factors: 1. Primary keyword in title — must appear in first 60 characters 2. Keyword indexing — is Amazon actually indexing your keywords? 3. Search rank position — where do you appear for key terms? 4. Ad coverage — are you bidding on all critical terms?
Search audit checklist:
[ ] Primary keyword in title (first 60 chars)?
[ ] Top 3 keywords appear in title?
[ ] All bullet points contain at least 1 target keyword?
[ ] Description is keyword-rich?
[ ] Backend search terms filled (249 chars)?
[ ] Backend has no word repetition from title/bullets?
[ ] Backend includes misspellings, synonyms, long-tails?
[ ] Running Sponsored Products on exact match for top 10 keywords?
[ ] Auto campaign running to discover new keywords?
Search score (0-25):
I — Index Verification
Is Amazon indexing your keywords?
Indexing check method:
site:amazon.com/dp/[ASIN] keywordCommon indexing failures:
Reason Fix
Too many keywords in title Prioritize top 5 only
Duplicate keywords Remove repeats from backend
Restricted/prohibited terms Replace with compliant alternatives
Non-English characters Use ASCII equivalents
Keyword not in any field Add to backend search terms
Index score (0-25):
F — Conversion Funnel
Once a buyer lands on your listing, does it convert?
Conversion funnel stages:
Search results → Click (driven by main image + title + price)
↓
Product page → Add to Cart (driven by images, bullets, price, reviews)
↓
Cart → Purchase (driven by trust signals, price, delivery)
Conversion funnel audit:
Stage 1 — Click-through (CTR):
[ ] Main image: white background, product fills 85%, no text overlays
[ ] Title: keyword-rich AND human-readable, not stuffed
[ ] Price: competitive within ±10% of top 3 competitors
[ ] Review count: minimum 15+ reviews to compete
[ ] Prime badge: FBA/FBM with Prime eligibility
[ ] CTR benchmark: >0.5% for search results
Stage 2 — Page conversion (CVR):
[ ] 7+ high-quality images (main + lifestyle + infographic + detail)
[ ] Video present (boosts CVR by 20-30%)
[ ] All 5 bullet points used, benefit-led format
[ ] A+ content present (Brand Registry required)
[ ] Price anchored appropriately (MSRP shown if discounted)
[ ] Review rating ≥4.0 stars
[ ] FAQ section answered (reduces purchase hesitation)
[ ] CVR benchmark: >10% for category (varies widely)
Stage 3 — Cart to purchase:
[ ] Fast delivery promise (2-day Prime preferred)
[ ] Return policy visible (30-day free returns = trust signal)
[ ] Secure transaction badge
[ ] No negative red flags in Q&A section
[ ] Seller feedback rating >95%
Funnel score (0-50):
SIF Score Interpretation
Total SIF Score (0-100):
90-100: Elite listing — maximize ad spend, listing is a machine
75-89: Strong listing — minor improvements for incremental gains
60-74: Good listing — targeted improvements will boost performance significantly
45-59: Average listing — significant work needed on multiple fronts
<45: Poor listing — comprehensive rewrite required before scaling ads
Title Optimization Framework
Title formula:
[Brand] + [Primary Keyword] + [Top Feature] + [Secondary Keyword] + [Benefit/Use Case]
Title scoring:
Example:
Before: "Water Bottle Stainless Steel Insulated 32oz BPA Free Lid Straw Sport School Office"
After: "HydroMax Insulated Water Bottle 32oz | Stainless Steel, Leak-Proof Lid, Stays Cold 24hrs | BPA-Free Flask for Gym, Hiking, School"
Bullet Point Framework
5-bullet structure:
Bullet 1: [Primary benefit + primary keyword] — your biggest selling point
Bullet 2: [Key feature + secondary keyword] — technical proof of benefit 1
Bullet 3: [Use case/versatility + long-tail keyword] — broadens appeal
Bullet 4: [Trust signal + quality claim] — certifications, compatibility, warranty
Bullet 5: [Customer promise + brand keyword] — satisfaction guarantee, service
Format rules:
PPC Campaign Optimization
3-campaign structure:
Campaign 1: Exact Match — top 20 keywords, aggressive bids
Campaign 2: Phrase Match — broad keyword variations
Campaign 3: Auto — discovery, harvest new keywords weeklyWeekly tasks:
1. Harvest converting keywords from auto → add to exact/phrase
2. Negate non-converting terms from all campaigns
3. Adjust bids: raise for ACOS target
4. Check new keyword opportunities from search term reports
Bid optimization matrix:
ACOS < 15%: Raise bid 20% — underinvesting in a winner
ACOS 15-25%: Maintain — at target range
ACOS 25-40%: Lower bid 15% — marginal profitability
ACOS > 40%: Lower bid 30% or pause — burning cash
0 impressions: Raise bid significantly or check keyword match
0 conversions >50 clicks: Negative match + listing review
Workspace
Creates ~/sif-optimizer/ containing:
audits/ — SIF audit reports per ASINlistings/ — optimized listing draftskeywords/ — keyword tracking and indexing statuscampaigns/ — PPC campaign structures and notesscores/ — historical SIF scores to track improvementOutput Format
Every SIF audit outputs: 1. SIF Score Summary — S/I/F scores and total with grade (A/B/C/D/F) 2. Search Audit — keyword presence check with specific gaps 3. Index Report — confirmed indexed keywords vs. missing 4. Funnel Diagnosis — stage-by-stage conversion blockers 5. Improved Title Draft — optimized title ready to use 6. Bullet Rewrites — all 5 bullets rewritten with improvements 7. Backend Optimization — updated 249-char backend search terms 8. PPC Recommendation — campaign structure changes needed 9. Priority Fix List — top 5 changes ranked by expected impact