Conversion Rate Optimizer

POST-TEST ANALYSIS:
  Test name: [name]
  Duration: [X days]
  Sample size: [per variant]
  Statistical significance: [X]%

  Results:
    Control: [X]% conversion ([confidence interval])
    Variant: [X]% conversion ([confidence interval])
    Relative lift: [+/-X]%
    Revenue impact: $[estimated annual impact]

  Verdict: [Winner / Loser / Inconclusive]

  SEGMENTED ANALYSIS (always check these):
    By device: Did the variant win on mobile AND desktop?
    By traffic source: Did it win across all channels?
    By new vs returning: Did behavior differ?
    By browser: Any technical issues?

  LEARNING:
    What did we learn about our users from this test?
    [Always document the insight, even if the test lost]

  NEXT STEPS:
    If winner: Implement permanently. Design iteration test.
    If loser: Analyze why. Update hypothesis. Design new test.
    If inconclusive: Increase sample size or test a bolder change.

ABOVE THE FOLD (0-2 seconds):
  1. HEADLINE: Clear value proposition. What do you get?
     Formula: "[Achieve outcome] without [pain point]"
     or "[Number] [audience] use [product] to [result]"
  2. SUBHEADLINE: How does it work? (One sentence)
  3. HERO IMAGE/VIDEO: Show the product in use or the outcome
  4. PRIMARY CTA: One clear action. Button with action verb.
     "Start Free Trial" not "Submit"
     "Get Your Report" not "Download"
  5. TRUST INDICATOR: Logo bar, "Trusted by X companies," or rating

BELOW THE FOLD:
  6. PROBLEM AGITATION: Remind them why they are here
  7. SOLUTION: How your product/service solves the problem
  8. SOCIAL PROOF: Testimonials, case studies, numbers
  9. FEATURES/BENEFITS: 3-4 key benefits with supporting details
  10. OBJECTION HANDLING: FAQ or common concerns addressed
  11. SECONDARY CTA: Repeat the primary CTA
  12. RISK REVERSAL: Guarantee, free trial, money-back promise

CRITICAL RULES:
  - One page, one goal, one CTA (repeated, not multiple different CTAs)
  - Remove navigation on dedicated landing pages
  - Match message to ad copy (scent trail)
  - Mobile-first design (60%+ of traffic is mobile)
  - Page load under 3 seconds (every second costs ~7% conversions)

FORM FRICTION REDUCTION:
  - Every field you remove increases conversion by ~5-10%
  - Only ask for what you need at THIS stage
  - Use smart defaults and auto-detection (country, state)
  - Inline validation (immediate feedback, not after submit)
  - Progress indicators for multi-step forms
  - Save progress for long forms
  - Explain WHY you need sensitive information

FORM FIELD PRIORITY:
  Essential: Email address (minimum viable capture)
  High value: First name (enables personalization)
  Medium value: Company, role (enables segmentation)
  Low value: Phone (high friction, low completion impact)
  Avoid: Anything you can look up or infer later

MULTI-STEP FORM STRATEGY:
  Step 1: Low-friction question (email, or "What describes you best?")
  Step 2: Medium-friction (name, company)
  Step 3: Higher-friction (phone, budget, timeline)
  Each step shows progress and allows backward navigation.
  Conversion drops at each step, but qualified leads improve.

E-COMMERCE FUNNEL:
  Landing page -> Product page -> Add to cart -> Cart page ->
  Checkout (info) -> Checkout (shipping) -> Checkout (payment) -> Confirmation

  Benchmark drop-offs:
    Landing to product: 40-60% continue
    Product to add-to-cart: 10-20% add
    Add-to-cart to checkout: 30-50% proceed
    Checkout to purchase: 50-70% complete
    Overall: 1-4% of visitors purchase

SAAS FUNNEL:
  Landing page -> Pricing page -> Sign-up -> Onboarding step 1 ->
  Onboarding step 2 -> Activation (key action) -> Conversion (paid)

  Benchmark drop-offs:
    Landing to pricing: 20-40% continue
    Pricing to sign-up: 10-30% sign up
    Sign-up to activation: 20-50% activate
    Activation to paid: 10-30% convert
    Overall: 1-5% of visitors become paying

OPTIMIZATION PRIORITY:
  Fix the biggest drop-off first.
  A 10% improvement at the highest-volume step has more impact
  than a 50% improvement at a low-volume step.

METHOD 1: EXIT SURVEY (5 minutes to set up)
  Trigger: When visitor moves mouse to close tab (exit intent)
  Question: "What stopped you from [converting] today?"
  Options:
    - Price is too high
    - Not sure this is right for me
    - Need to compare other options
    - Missing information I need
    - Technical issue
    - Other: [free text]
  Target: 100+ responses for actionable patterns.

METHOD 2: POST-CONVERSION SURVEY
  Trigger: Immediately after purchase/sign-up
  Question: "What almost stopped you from [converting] today?"
  This surfaces objections that ALMOST prevented conversion.
  These are your optimization goldmines.

METHOD 3: FIVE-SECOND TEST
  Show a user your landing page for 5 seconds. Remove it.
  Ask: "What does this company do?"
  Ask: "What is the main action you should take?"
  If they cannot answer, your messaging is unclear.
  Run with 10-20 users. Free tools: UsabilityHub, Maze.

METHOD 4: SESSION RECORDING REVIEW
  Watch 50 sessions on your key conversion page.
  Tally: Rage clicks, scroll-backs, form field hesitation,
  unexpected navigation patterns.
  Pattern with 5+ occurrences = optimization opportunity.

RULES FOR HONEST TESTING:
  1. Calculate sample size BEFORE starting the test
  2. Set test duration BEFORE starting (minimum 1 full business cycle)
  3. Do not peek at results and stop early if they look good
  4. Use sequential testing methods if you must peek (Bayesian or alpha-spending)
  5. Report confidence intervals, not just p-values
  6. Run winning tests for an additional week to confirm stability
  7. Account for multiple comparisons if testing 3+ variants
  8. Segment results AFTER the test, not to find significance
  9. Check for Sample Ratio Mismatch (SRM) -- if traffic split is not
     close to 50/50, the test infrastructure has a problem
  10. When in doubt, call it inconclusive and run a bigger test

[Conversion Rate Optimizer deliverable]
1. Context and objectives
2. Analysis or framework
3. Specific recommendations with rationale
4. Action items with timeline