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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...

TERMINAL
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

  • Current listing — full title, 5 bullets, description, current price
  • Backend search terms — what you currently have in backend
  • Target keywords — keywords you want to rank for
  • Competitor ASINs — top competitors to benchmark against
  • Ad campaign data — current PPC campaigns and performance
  • Metrics — click-through rate, conversion rate, sales/day
  • 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):

  • Title keyword presence: 0-8 pts
  • Backend completeness: 0-7 pts
  • Ad coverage: 0-5 pts
  • Search rank on key terms: 0-5 pts
  • I — Index Verification

    Is Amazon indexing your keywords?

    Indexing check method:

  • Search: site:amazon.com/dp/[ASIN] keyword
  • Or search the keyword on Amazon and check if your ASIN appears
  • Note: Amazon drops keywords that don't drive conversions
  • Common 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):

  • Primary keyword indexed: 0-10 pts
  • All Tier 1-2 keywords indexed: 0-10 pts
  • No prohibited terms detected: 0-5 pts
  • 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):

  • CTR optimization: 0-15 pts
  • Page CVR optimization: 0-25 pts
  • Trust signals: 0-10 pts
  • 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:

  • Character count: 150-200 chars (not <80, not >200)
  • Primary keyword in first 40 chars: essential
  • 2-3 key selling features: yes
  • Mobile truncation (first 80 chars): must be compelling on mobile
  • Readability: must make sense as a sentence
  • 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:

  • Start with ALL CAPS benefit statement: "LEAK-PROOF LID GUARANTEED —"
  • Follow with specific evidence: "triple-seal technology prevents spills..."
  • End with use case or emotional benefit
  • 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 weekly

    Weekly 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 ASIN
  • listings/ — optimized listing drafts
  • keywords/ — keyword tracking and indexing status
  • campaigns/ — PPC campaign structures and notes
  • scores/ — historical SIF scores to track improvement
  • Output 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