mkt-lp-optimization

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npx skills add https://github.com/hungv47/agent-skills --skill mkt-lp-optimization

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Skill 文档

Landing Page Conversion Optimization

Part of the Problem → Solution → Communicate framework. Optimizes the conversion layer — where communication meets action.

Create landing pages that convert visitors into customers through proven psychological principles, strategic design, and systematic optimization.

Before Starting

Check if the user has outputs from upstream skills:

  • ICP research (mkt-icp-research) — If available, use audience psychology, pain points, and Voice of Customer language to strengthen headlines and PAS copy.
  • Content briefs or IMC plan (mkt-content-briefs, mkt-imc) — If available, ensure landing page messaging matches the campaign’s pillar and angle for message-match consistency.

If neither exists, proceed normally — the optimization framework stands on its own.

Purpose

This skill transforms landing pages from generic templates into conversion machines by applying:

  • Psychological triggers that drive action
  • Strategic copy frameworks (PAS, 4-U headlines)
  • Trust and social proof hierarchies
  • Data-driven testing methodologies
  • Mobile-first UX optimization

When to Use

Apply this skill when:

  • Creating new landing pages for campaigns
  • Auditing existing pages for conversion issues
  • Planning A/B tests and optimization experiments
  • Reviewing copy, CTAs, forms, or trust signals
  • Designing lead magnets and opt-in flows
  • Analyzing funnel performance and drop-off points

Core Frameworks

The 4-U Headline Formula

Every headline must be:

  • Useful: Communicates clear value or benefit
  • Unique: Differentiates from competitors
  • Urgent: Creates reason to act now
  • Ultra-specific: Includes concrete numbers or outcomes

80% of visitors won’t read past the headline. Test 10+ variations minimum.

PAS Copy Framework

Structure all persuasive copy as:

  1. Problem: Lead with customer pain points (from ICP research)
  2. Agitate: Amplify pain and consequences
  3. Solve: Present solution as the answer

Emotion drives action before logic justifies it.

Message Match Principle

Ad copy must match landing page exactly:

  • Headline alignment verified
  • Visual consistency maintained
  • Value proposition matches
  • Offer delivered as promised

Broken promises = immediate bounce.

First-Person CTA Psychology

Use “Get MY guide” instead of “Get YOUR guide”:

  • 90% more clicks with first-person language
  • Creates personal connection
  • Reduces psychological distance

Action verbs: Get, Start, Download, Join (never “Click Here”)

Quick Reference

Social Proof Hierarchy (most to least powerful)

  1. Individual testimonials with specific results
  2. Case studies with before/after
  3. Number of customers served
  4. Media mentions/press
  5. Expert endorsements
  6. Customer logos

Place strongest proof above the fold, near CTAs.

Cognitive Bias Stack

Bias Application
Loss aversion Limited time, limited spots
Social proof Testimonials, user counts
Anchoring Show higher price first
Reciprocity Free value before asking
Authority Expert quotes, certifications
Commitment Small yes leads to big yes

Form Field Rules

  • Maximum 5 fields (every additional field kills conversions)
  • Start with essentials only (name, email)
  • Use progressive profiling for more data
  • Each field must justify its existence

Trust Signal Clustering

Group near CTAs and forms:

  • Security badges (SSL, payment)
  • Money-back guarantee
  • Privacy policy link
  • Contact information
  • Physical address (if applicable)

Key Metrics

Primary (track daily):

  • Conversion rate (visitors → conversions)
  • Bounce rate
  • Time on page
  • CTA click-through rate
  • Form completion rate

Testing (weekly review):

  • A/B test results (100+ conversions per variant)
  • Heatmap insights
  • Session recordings
  • Form abandonment points

Testing Priority

Test elements in this order (highest impact first):

  1. Headlines
  2. Offers
  3. CTAs (colors, text, placement)
  4. Email subject lines
  5. Page layouts

One variable at a time. Document all learnings.

Quality Standards

Before launch:

  • Load time under 3 seconds
  • Mobile thumb zone CTAs
  • Value prop visible in 3 seconds
  • Trust signals before asking for action
  • One primary CTA per page

Additional Resources

Reference Files

For detailed implementation guidance, consult:

  • references/core-principles.md – Headlines, value props, CTAs, forms, message match
  • references/social-proof-trust.md – Social proof hierarchy, cognitive biases, trust signals
  • references/copy-messaging.md – PAS framework, reading level, benefit-first language
  • references/ux-design.md – Visual hierarchy, mobile optimization, white space
  • references/urgency-pricing.md – Authentic scarcity, price anchoring, psychology
  • references/testing-optimization.md – A/B testing, tracking stack, weekly rituals
  • references/advanced-psychology.md – Headline formulas, close sequences, awareness levels
  • references/implementation-checklist.md – Complete pre-launch and optimization checklists

Scripts

  • scripts/lp-audit.sh – Automated landing page audit checklist generator
  • scripts/headline-generator.sh – Generate headline variations using formulas

Examples

  • examples/high-converting-lp.md – Annotated example of optimized landing page structure

Workflow

For New Landing Pages

  1. Review ICP research for audience psychology
  2. Define primary conversion goal
  3. Apply 4-U formula to headline (create 10+ variations)
  4. Structure copy with PAS framework
  5. Implement social proof hierarchy
  6. Design form with minimal fields
  7. Add trust signal cluster near CTA
  8. Verify message match with traffic source
  9. Run through implementation checklist

For Optimization Audits

  1. Analyze current metrics (conversion, bounce, time on page)
  2. Review heatmaps and session recordings
  3. Check message match with traffic sources
  4. Audit headline against 4-U formula
  5. Evaluate social proof placement and quality
  6. Test form field count
  7. Verify mobile experience
  8. Prioritize highest-impact fixes
  9. Design A/B tests for top issues

Key Principles

  • Customer-first: Their problems, their language, their journey
  • Data-driven: Test everything, assume nothing
  • Continuous: Even winners can be improved
  • Authentic: No fake scarcity, real value only
  • Mobile-first: 60%+ of traffic is mobile

Think like your customer. What would make them say yes? What would remove all friction? Build that.

Next Steps

After optimizing a landing page:

  • Validate attribution → Use mkt-attribution to map conversion improvements back to KPIs and confirm the page ties to an initiative
  • Sharpen copy → Use mkt-copywriting for headline, CTA, and body copy principles that increase clarity and persuasion
  • Deepen audience insight → Use mkt-icp-research for audience psychology, pain points, and Voice of Customer language (makes the PAS framework at line 49 more effective)