CRO — CONVERSION OPTIMIZATION OS (OPERATIONAL)
Built as a no-fluff execution skill for systematic conversion rate optimization.
Structure: Core CRO fundamentals first. Advanced testing in dedicated sections. AI/ML optimization in clearly labeled "Optional: AI / Automation" sections.
Modern Best Practices (January 2026)
When to Use This Skill
- Landing page optimization: Hero, CTA, proof, form optimization
- A/B testing: Hypothesis design, sample size, statistical significance
- Funnel analysis: Drop-off identification, micro-conversion mapping
- Form optimization: Field reduction, multi-step forms, friction removal
- Trust/credibility: Social proof, security signals, guarantees
Core: CRO Framework
The CRO Process
1. ANALYZE → Identify conversion problems (data + qualitative)
2. HYPOTHESIZE → Form testable hypotheses
3. PRIORITIZE → Score by impact/effort (ICE/PIE)
4. TEST → Run A/B tests with statistical rigor
5. LEARN → Document results, iterate
6. IMPLEMENT → Roll out winners, test next
Conversion Rate Benchmarks
| Page Type |
Poor |
Average |
Good |
Great |
| Landing page |
<1% |
2-3% |
4-5% |
>6% |
| Checkout |
<40% |
50-60% |
65-75% |
>80% |
| Form completion |
<20% |
30-40% |
45-55% |
>60% |
| Add to cart |
<3% |
5-8% |
9-12% |
>15% |
Note: Benchmarks vary significantly by industry. Use as directional only.
Core: Landing Page Optimization
Above-the-Fold Checklist
Every landing page needs these elements visible without scrolling:
| Element |
Requirement |
Common Issues |
| Headline |
Clear value proposition |
Vague, company-focused |
| Subheadline |
Specific benefit or outcome |
Missing or weak |
| Hero image/video |
Relevant, shows outcome |
Stock photos, irrelevant |
| CTA |
Prominent, action-oriented |
Hidden, generic text |
| Trust signal |
Logo strip, rating, or stat |
Missing entirely |
Headline Formula
[Outcome] + [Timeframe/Ease] + [Without Pain Point]
Examples:
"Get 10 qualified leads per week without cold calling"
"File your tax return in 15 minutes with expert review"
"Double your email conversions without hiring a copywriter"
CTA Button Best Practices
| Do |
Don't |
| "Start Free Trial" |
"Submit" |
| "Get My Quote" |
"Click Here" |
| "Book My Demo" |
"Learn More" (bottom of funnel) |
| "Download the Guide" |
"Send" |
CTA Button Optimization:
- Size: Large enough to tap on mobile (min 44px height)
- Color: Contrasts with page background
- Position: Above fold AND after key sections
- Text: First person ("Get My...") often outperforms second person
Trust Elements Hierarchy
STRONGEST TRUST SIGNALS (use at least 3):
├─ Customer logos (recognizable brands)
├─ Review score (4.5+ stars with count)
├─ Security badges (SSL, payment, compliance)
├─ Money-back guarantee
└─ Phone number visible
SUPPORTING TRUST SIGNALS:
├─ Customer testimonials (with photo, name, company)
├─ Case study snippets (specific metrics)
├─ "As seen in" media logos
├─ Team photos (for services)
├─ Live chat widget
└─ Physical address (for services)
Core: Form Optimization
Form Field Rules
| Rule |
Why |
Impact |
| Minimum fields |
Every field = friction |
-10% CVR per field (approx) |
| Email first |
Captures partial submissions |
+15-30% lead capture |
| Labels above fields |
Faster scanning |
+10% completion |
| Single column |
Easier flow |
+5-10% completion |
| Inline validation |
Catch errors early |
+22% completion |
Field Priority (Ask Only What You Need)
| Priority |
Field |
When Required |
| 1 |
Email |
Always |
| 2 |
Name |
If personalization needed |
| 3 |
Company |
B2B only |
| 4 |
Phone |
Sales-ready leads only |
| 5 |
Job title |
Enterprise targeting |
| 6+ |
Everything else |
Gate behind progressive profiling |
Multi-Step Form Pattern
Step 1: Low commitment (email)
├─ "What's your email?"
├─ Progress indicator: 1 of 3
└─ CTA: "Continue"
Step 2: Qualifying info
├─ Company size / Industry
├─ Progress indicator: 2 of 3
└─ CTA: "Almost there"
Step 3: Contact info
├─ Name / Phone (optional)
├─ Progress indicator: 3 of 3
└─ CTA: "Get My [Deliverable]"
Multi-step benefits:
- Commitment and consistency principle
- Captures partial data (even if abandoned)
- Feels less overwhelming
- Can qualify leads progressively
Core: A/B Testing Methodology
Hypothesis Template
IF we [change/add/remove X]
THEN [metric] will [increase/decrease] by [estimate]
BECAUSE [reasoning based on data/research]
Example:
IF we add customer logos to the hero section
THEN form conversion will increase by 15%
BECAUSE trust signals reduce perceived risk for new visitors
Sample Size Calculator
Minimum sample size formula (simplified):
n = (16 × p × (1-p)) / MDE²
Where:
- n = sample per variant
- p = baseline conversion rate
- MDE = minimum detectable effect (e.g., 0.10 for 10% lift)
Example:
Baseline CVR: 3% (0.03)
MDE: 20% relative lift (looking for 3.6% or higher)
n = (16 × 0.03 × 0.97) / (0.006)²
n ≈ 12,933 per variant
Total traffic needed: ~26,000 visitors
Quick reference:
| Baseline CVR |
10% MDE |
20% MDE |
30% MDE |
| 1% |
63,000 |
15,800 |
7,000 |
| 3% |
20,700 |
5,200 |
2,300 |
| 5% |
12,200 |
3,050 |
1,350 |
| 10% |
5,800 |
1,450 |
650 |
Per variant. Multiply by 2 for total traffic needed.
Statistical Significance
Requirements for valid test:
- 95% confidence level (minimum)
- Run for at least 1-2 full business cycles (7-14 days)
- Don't peek and stop early (increases false positives)
- Document before test: hypothesis, primary metric, sample size, duration
Test Prioritization: ICE Framework
| Factor |
Score (1-10) |
Description |
| Impact |
|
How much will this move the metric? |
| Confidence |
|
How sure are we this will work? |
| Ease |
|
How easy is this to implement? |
| ICE Score |
|
(Impact + Confidence + Ease) / 3 |
ICE Score interpretation:
- 8-10: High priority, test immediately
- 5-7: Medium priority, add to queue
- 1-4: Low priority, revisit later or skip
Core: Funnel Analysis
Funnel Diagnostic Framework
STEP 1: Map your funnel
Page Visit → Key Action → Form Start → Form Complete → Confirmation
STEP 2: Measure drop-off at each step
├─ Page Visit to Key Action: ___% (bounce rate inverse)
├─ Key Action to Form Start: ___%
├─ Form Start to Complete: ___%
└─ Complete to Confirmation: ___%
STEP 3: Identify biggest drop-off
Biggest percentage drop = highest priority to fix
STEP 4: Diagnose root cause
├─ High bounce? → Relevance, load speed, messaging
├─ Low engagement? → Content, CTA visibility
├─ Form abandonment? → Form friction, trust
└─ Checkout drop? → Pricing, shipping, trust
Micro-Conversion Mapping
| Funnel Stage |
Micro-Conversions to Track |
| Awareness |
Scroll depth, time on page, video views |
| Interest |
CTA hover, tab/section views, resource clicks |
| Consideration |
Pricing page visit, comparison page, demo video |
| Decision |
Form start, add to cart, checkout start |
| Conversion |
Form complete, purchase, signup |
Heatmap & Recording Analysis
What to look for:
- Click heatmaps: Are users clicking CTAs? Clicking non-clickable elements?
- Scroll maps: Where do users stop scrolling? Key content below fold?
- Session recordings: Where do users hesitate? Rage clicks? Form confusion?
- Form analytics: Which fields cause abandonment? Error patterns?
Core: Page Speed Optimization
Speed Impact on Conversion
| Load Time |
Impact |
| 0-2 seconds |
Baseline (optimal) |
| 3 seconds |
-7% conversion |
| 5 seconds |
-22% conversion |
| 10 seconds |
-50%+ conversion |
Source: Google/Akamai research, directional only
Core Web Vitals Targets
| Metric |
Good |
Needs Improvement |
Poor |
| LCP (Largest Contentful Paint) |
<2.5s |
2.5-4s |
>4s |
| INP (Interaction to Next Paint) |
<200ms |
200-500ms |
>500ms |
| CLS (Cumulative Layout Shift) |
<0.1 |
0.1-0.25 |
>0.25 |
Quick Speed Wins
| Action |
Impact |
Effort |
| Compress images |
High |
Low |
| Enable caching |
High |
Low |
| Remove unused scripts |
Medium |
Medium |
| Lazy load below-fold content |
Medium |
Low |
| Use CDN |
High |
Medium |
| Optimize fonts |
Medium |
Low |
Quick Reference
| Task |
Template |
Location |
| Landing page audit |
Page audit checklist |
templates/landing-audit.md |
| A/B test plan |
Test hypothesis doc |
templates/ab-test-plan.md |
| Form audit |
Form optimization |
templates/form-audit.md |
| Funnel analysis |
Funnel diagnostic |
templates/funnel-analysis.md |
| Test prioritization |
ICE scoring matrix |
templates/ice-scoring.md |
Decision Tree (CRO Triage)
Low conversion rate?
├─ Check page speed first (if >3s, fix that)
├─ Check bounce rate
│ ├─ High bounce (>70%) → Message/audience mismatch
│ └─ Normal bounce → Continue diagnosis
├─ Check scroll depth
│ ├─ Low scroll → Above-fold problem
│ └─ Good scroll → Below-fold CTA/proof issue
├─ Check form analytics
│ ├─ Low form starts → CTA/offer problem
│ └─ High abandonment → Form friction
└─ Check mobile vs desktop
├─ Mobile worse → Mobile UX issues
└─ Same → Universal issue
Form abandonment?
├─ Check which field causes drop-off
├─ Reduce fields to minimum
├─ Add progress indicator
├─ Add inline validation
└─ Test multi-step
Traffic but no clicks?
├─ CTA not visible → Move above fold
├─ CTA not compelling → Test copy
├─ Too many options → Simplify, single CTA
└─ Page too long → Add sticky CTA
Operational SOPs
Weekly CRO Review (30 minutes)
Check conversion metrics
- Landing page CVR vs last week
- Form completion rate
- Funnel stage conversion rates
Review active tests
- Current test status
- Statistical significance check
- Call winner if significant
Prioritize next tests
- Score new ideas (ICE)
- Plan next week's tests
- Document learnings
Monthly CRO Audit (2 hours)
Full funnel analysis
- Map all conversion points
- Identify top 3 drop-off points
- Quantify opportunity (traffic × CVR gap)
Heatmap/recording review
- Review 10-20 session recordings
- Analyze click and scroll heatmaps
- Document friction points
Test performance review
- Win/loss ratio
- Cumulative lift from tests
- Update testing roadmap
Competitive analysis
- Review competitor landing pages
- Note new patterns/trends
- Identify test ideas
Templates
| Template |
Purpose |
| landing-audit.md |
Full landing page audit |
| ab-test-plan.md |
A/B test planning |
| form-audit.md |
Form optimization checklist |
| funnel-analysis.md |
Funnel diagnostic |
| ice-scoring.md |
Test prioritization |
Anti-Patterns
| Anti-Pattern |
Why It Fails |
Instead |
| Testing too small changes |
Undetectable effect, wasted time |
Test big, obvious changes first |
| Stopping tests early |
False positives, bad decisions |
Run to calculated sample size |
| No hypothesis |
Random changes, no learnings |
Document hypothesis before test |
| Testing everything at once |
Can't isolate what worked |
One variable at a time |
| Ignoring mobile |
60%+ traffic is mobile |
Mobile-first optimization |
| Copying competitors |
Different audience, context |
Use for ideas, test your own |
| Only A/B testing |
Misses qualitative insights |
Combine with user research |
Optional: AI / Automation
Note: Core CRO fundamentals above work without AI. This section covers optional AI capabilities.
AI-Powered CRO Tools
| Tool Type |
Use Case |
Examples |
| AI copy generation |
Headline/CTA variants |
Claude, GPT, Jasper |
| Personalization |
Dynamic content by segment |
Optimizely, VWO |
| Predictive testing |
Predict winners faster |
Evolv AI, Sentient |
| Auto-optimization |
Multi-armed bandit |
Google Optimize (sunset), VWO |
When to Use AI
HAVE thousands of daily conversions?
├─ YES → AI personalization can optimize in real-time
└─ NO → Stick to traditional A/B testing
NEED many variants quickly?
├─ YES → AI copy generation for variant ideation
└─ NO → Human copywriting with hypothesis
HAVE limited traffic?
├─ YES → Qualitative research over testing
└─ NO → Statistical A/B tests
Related Skills
Usage Notes (Claude)
- Stay operational: return checklists, audit results, test plans
- Always include statistical significance requirements for testing
- Recommend qualitative research for low-traffic sites
- Use benchmark ranges, not absolute numbers
- Do not invent conversion data; state "varies by industry" when uncertain
1---2name: marketing-cro-23description: Conversion Rate Optimization - A/B testing methodology, landing page optimization, form design, statistical significance, and funnel analysis.4---5
6# CRO — CONVERSION OPTIMIZATION OS (OPERATIONAL)
7
8Built as a **no-fluff execution skill** for systematic conversion rate optimization.
9
10**Structure**: Core CRO fundamentals first. Advanced testing in dedicated sections. AI/ML optimization in clearly labeled "Optional: AI / Automation" sections.
11
12---
13
14## Modern Best Practices (January 2026)
15
16- Google Optimize sunset: Use VWO, Optimizely, or PostHog
17- Statistical significance: https://www.evanmiller.org/ab-testing/
18- CXL Institute: https://cxl.com/
19- Baymard Institute UX: https://baymard.com/
20
21---
22
23## When to Use This Skill
24
25- **Landing page optimization**: Hero, CTA, proof, form optimization
26- **A/B testing**: Hypothesis design, sample size, statistical significance
27- **Funnel analysis**: Drop-off identification, micro-conversion mapping
28- **Form optimization**: Field reduction, multi-step forms, friction removal
29- **Trust/credibility**: Social proof, security signals, guarantees
30
31---
32
33## Core: CRO Framework
34
35### The CRO Process
36
37```text
381. ANALYZE → Identify conversion problems (data + qualitative)
392. HYPOTHESIZE → Form testable hypotheses
403. PRIORITIZE → Score by impact/effort (ICE/PIE)
414. TEST → Run A/B tests with statistical rigor
425. LEARN → Document results, iterate
436. IMPLEMENT → Roll out winners, test next
44```
45
46### Conversion Rate Benchmarks
47
48| Page Type | Poor | Average | Good | Great |
49|-----------|------|---------|------|-------|
50| **Landing page** | <1% | 2-3% | 4-5% | >6% |
51| **Checkout** | <40% | 50-60% | 65-75% | >80% |
52| **Form completion** | <20% | 30-40% | 45-55% | >60% |
53| **Add to cart** | <3% | 5-8% | 9-12% | >15% |
54
55*Note: Benchmarks vary significantly by industry. Use as directional only.*
56
57---
58
59## Core: Landing Page Optimization
60
61### Above-the-Fold Checklist
62
63Every landing page needs these elements visible without scrolling:
64
65| Element | Requirement | Common Issues |
66|---------|-------------|---------------|
67| **Headline** | Clear value proposition | Vague, company-focused |
68| **Subheadline** | Specific benefit or outcome | Missing or weak |
69| **Hero image/video** | Relevant, shows outcome | Stock photos, irrelevant |
70| **CTA** | Prominent, action-oriented | Hidden, generic text |
71| **Trust signal** | Logo strip, rating, or stat | Missing entirely |
72
73### Headline Formula
74
75```text
76[Outcome] + [Timeframe/Ease] + [Without Pain Point]
77
78Examples:
79"Get 10 qualified leads per week without cold calling"
80"File your tax return in 15 minutes with expert review"
81"Double your email conversions without hiring a copywriter"
82```
83
84### CTA Button Best Practices
85
86| Do | Don't |
87|----|----|
88| "Start Free Trial" | "Submit" |
89| "Get My Quote" | "Click Here" |
90| "Book My Demo" | "Learn More" (bottom of funnel) |
91| "Download the Guide" | "Send" |
92
93**CTA Button Optimization:**
94- Size: Large enough to tap on mobile (min 44px height)
95- Color: Contrasts with page background
96- Position: Above fold AND after key sections
97- Text: First person ("Get My...") often outperforms second person
98
99### Trust Elements Hierarchy
100
101```text
102STRONGEST TRUST SIGNALS (use at least 3):
103├─ Customer logos (recognizable brands)
104├─ Review score (4.5+ stars with count)
105├─ Security badges (SSL, payment, compliance)
106├─ Money-back guarantee
107└─ Phone number visible
108
109SUPPORTING TRUST SIGNALS:
110├─ Customer testimonials (with photo, name, company)
111├─ Case study snippets (specific metrics)
112├─ "As seen in" media logos
113├─ Team photos (for services)
114├─ Live chat widget
115└─ Physical address (for services)
116```
117
118---
119
120## Core: Form Optimization
121
122### Form Field Rules
123
124| Rule | Why | Impact |
125|------|-----|--------|
126| **Minimum fields** | Every field = friction | -10% CVR per field (approx) |
127| **Email first** | Captures partial submissions | +15-30% lead capture |
128| **Labels above fields** | Faster scanning | +10% completion |
129| **Single column** | Easier flow | +5-10% completion |
130| **Inline validation** | Catch errors early | +22% completion |
131
132### Field Priority (Ask Only What You Need)
133
134| Priority | Field | When Required |
135|----------|-------|---------------|
136| 1 | Email | Always |
137| 2 | Name | If personalization needed |
138| 3 | Company | B2B only |
139| 4 | Phone | Sales-ready leads only |
140| 5 | Job title | Enterprise targeting |
141| 6+ | Everything else | Gate behind progressive profiling |
142
143### Multi-Step Form Pattern
144
145```text
146Step 1: Low commitment (email)
147├─ "What's your email?"
148├─ Progress indicator: 1 of 3
149└─ CTA: "Continue"
150
151Step 2: Qualifying info
152├─ Company size / Industry
153├─ Progress indicator: 2 of 3
154└─ CTA: "Almost there"
155
156Step 3: Contact info
157├─ Name / Phone (optional)
158├─ Progress indicator: 3 of 3
159└─ CTA: "Get My [Deliverable]"
160```
161
162**Multi-step benefits:**
163- Commitment and consistency principle
164- Captures partial data (even if abandoned)
165- Feels less overwhelming
166- Can qualify leads progressively
167
168---
169
170## Core: A/B Testing Methodology
171
172### Hypothesis Template
173
174```text
175IF we [change/add/remove X]
176THEN [metric] will [increase/decrease] by [estimate]
177BECAUSE [reasoning based on data/research]
178
179Example:
180IF we add customer logos to the hero section
181THEN form conversion will increase by 15%
182BECAUSE trust signals reduce perceived risk for new visitors
183```
184
185### Sample Size Calculator
186
187**Minimum sample size formula (simplified):**
188
189```text
190n = (16 × p × (1-p)) / MDE²
191
192Where:
193- n = sample per variant
194- p = baseline conversion rate
195- MDE = minimum detectable effect (e.g., 0.10 for 10% lift)
196
197Example:
198Baseline CVR: 3% (0.03)
199MDE: 20% relative lift (looking for 3.6% or higher)
200
201n = (16 × 0.03 × 0.97) / (0.006)²
202n ≈ 12,933 per variant
203
204Total traffic needed: ~26,000 visitors
205```
206
207**Quick reference:**
208
209| Baseline CVR | 10% MDE | 20% MDE | 30% MDE |
210|--------------|---------|---------|---------|
211| 1% | 63,000 | 15,800 | 7,000 |
212| 3% | 20,700 | 5,200 | 2,300 |
213| 5% | 12,200 | 3,050 | 1,350 |
214| 10% | 5,800 | 1,450 | 650 |
215
216*Per variant. Multiply by 2 for total traffic needed.*
217
218### Statistical Significance
219
220**Requirements for valid test:**
221- 95% confidence level (minimum)
222- Run for at least 1-2 full business cycles (7-14 days)
223- Don't peek and stop early (increases false positives)
224- Document before test: hypothesis, primary metric, sample size, duration
225
226### Test Prioritization: ICE Framework
227
228| Factor | Score (1-10) | Description |
229|--------|--------------|-------------|
230| **Impact** | | How much will this move the metric? |
231| **Confidence** | | How sure are we this will work? |
232| **Ease** | | How easy is this to implement? |
233| **ICE Score** | | (Impact + Confidence + Ease) / 3 |
234
235**ICE Score interpretation:**
236- 8-10: High priority, test immediately
237- 5-7: Medium priority, add to queue
238- 1-4: Low priority, revisit later or skip
239
240---
241
242## Core: Funnel Analysis
243
244### Funnel Diagnostic Framework
245
246```text
247STEP 1: Map your funnel
248Page Visit → Key Action → Form Start → Form Complete → Confirmation
249
250STEP 2: Measure drop-off at each step
251├─ Page Visit to Key Action: ___% (bounce rate inverse)
252├─ Key Action to Form Start: ___%
253├─ Form Start to Complete: ___%
254└─ Complete to Confirmation: ___%
255
256STEP 3: Identify biggest drop-off
257Biggest percentage drop = highest priority to fix
258
259STEP 4: Diagnose root cause
260├─ High bounce? → Relevance, load speed, messaging
261├─ Low engagement? → Content, CTA visibility
262├─ Form abandonment? → Form friction, trust
263└─ Checkout drop? → Pricing, shipping, trust
264```
265
266### Micro-Conversion Mapping
267
268| Funnel Stage | Micro-Conversions to Track |
269|--------------|---------------------------|
270| **Awareness** | Scroll depth, time on page, video views |
271| **Interest** | CTA hover, tab/section views, resource clicks |
272| **Consideration** | Pricing page visit, comparison page, demo video |
273| **Decision** | Form start, add to cart, checkout start |
274| **Conversion** | Form complete, purchase, signup |
275
276### Heatmap & Recording Analysis
277
278**What to look for:**
279- **Click heatmaps**: Are users clicking CTAs? Clicking non-clickable elements?
280- **Scroll maps**: Where do users stop scrolling? Key content below fold?
281- **Session recordings**: Where do users hesitate? Rage clicks? Form confusion?
282- **Form analytics**: Which fields cause abandonment? Error patterns?
283
284---
285
286## Core: Page Speed Optimization
287
288### Speed Impact on Conversion
289
290| Load Time | Impact |
291|-----------|--------|
292| 0-2 seconds | Baseline (optimal) |
293| 3 seconds | -7% conversion |
294| 5 seconds | -22% conversion |
295| 10 seconds | -50%+ conversion |
296
297*Source: Google/Akamai research, directional only*
298
299### Core Web Vitals Targets
300
301| Metric | Good | Needs Improvement | Poor |
302|--------|------|-------------------|------|
303| **LCP** (Largest Contentful Paint) | <2.5s | 2.5-4s | >4s |
304| **INP** (Interaction to Next Paint) | <200ms | 200-500ms | >500ms |
305| **CLS** (Cumulative Layout Shift) | <0.1 | 0.1-0.25 | >0.25 |
306
307### Quick Speed Wins
308
309| Action | Impact | Effort |
310|--------|--------|--------|
311| Compress images | High | Low |
312| Enable caching | High | Low |
313| Remove unused scripts | Medium | Medium |
314| Lazy load below-fold content | Medium | Low |
315| Use CDN | High | Medium |
316| Optimize fonts | Medium | Low |
317
318---
319
320## Quick Reference
321
322| Task | Template | Location |
323|------|----------|----------|
324| Landing page audit | Page audit checklist | `templates/landing-audit.md` |
325| A/B test plan | Test hypothesis doc | `templates/ab-test-plan.md` |
326| Form audit | Form optimization | `templates/form-audit.md` |
327| Funnel analysis | Funnel diagnostic | `templates/funnel-analysis.md` |
328| Test prioritization | ICE scoring matrix | `templates/ice-scoring.md` |
329
330---
331
332## Decision Tree (CRO Triage)
333
334```text
335Low conversion rate?
336├─ Check page speed first (if >3s, fix that)
337├─ Check bounce rate
338│ ├─ High bounce (>70%) → Message/audience mismatch
339│ └─ Normal bounce → Continue diagnosis
340├─ Check scroll depth
341│ ├─ Low scroll → Above-fold problem
342│ └─ Good scroll → Below-fold CTA/proof issue
343├─ Check form analytics
344│ ├─ Low form starts → CTA/offer problem
345│ └─ High abandonment → Form friction
346└─ Check mobile vs desktop
347 ├─ Mobile worse → Mobile UX issues
348 └─ Same → Universal issue
349
350Form abandonment?
351├─ Check which field causes drop-off
352├─ Reduce fields to minimum
353├─ Add progress indicator
354├─ Add inline validation
355└─ Test multi-step
356
357Traffic but no clicks?
358├─ CTA not visible → Move above fold
359├─ CTA not compelling → Test copy
360├─ Too many options → Simplify, single CTA
361└─ Page too long → Add sticky CTA
362```
363
364---
365
366## Operational SOPs
367
368### Weekly CRO Review (30 minutes)
369
3701. **Check conversion metrics**
371 - Landing page CVR vs last week
372 - Form completion rate
373 - Funnel stage conversion rates
374
3752. **Review active tests**
376 - Current test status
377 - Statistical significance check
378 - Call winner if significant
379
3803. **Prioritize next tests**
381 - Score new ideas (ICE)
382 - Plan next week's tests
383 - Document learnings
384
385### Monthly CRO Audit (2 hours)
386
3871. **Full funnel analysis**
388 - Map all conversion points
389 - Identify top 3 drop-off points
390 - Quantify opportunity (traffic × CVR gap)
391
3922. **Heatmap/recording review**
393 - Review 10-20 session recordings
394 - Analyze click and scroll heatmaps
395 - Document friction points
396
3973. **Test performance review**
398 - Win/loss ratio
399 - Cumulative lift from tests
400 - Update testing roadmap
401
4024. **Competitive analysis**
403 - Review competitor landing pages
404 - Note new patterns/trends
405 - Identify test ideas
406
407---
408
409## Templates
410
411| Template | Purpose |
412|----------|---------|
413| [landing-audit.md](templates/landing-audit.md) | Full landing page audit |
414| [ab-test-plan.md](templates/ab-test-plan.md) | A/B test planning |
415| [form-audit.md](templates/form-audit.md) | Form optimization checklist |
416| [funnel-analysis.md](templates/funnel-analysis.md) | Funnel diagnostic |
417| [ice-scoring.md](templates/ice-scoring.md) | Test prioritization |
418
419---
420
421## Anti-Patterns
422
423| Anti-Pattern | Why It Fails | Instead |
424|--------------|--------------|---------|
425| **Testing too small changes** | Undetectable effect, wasted time | Test big, obvious changes first |
426| **Stopping tests early** | False positives, bad decisions | Run to calculated sample size |
427| **No hypothesis** | Random changes, no learnings | Document hypothesis before test |
428| **Testing everything at once** | Can't isolate what worked | One variable at a time |
429| **Ignoring mobile** | 60%+ traffic is mobile | Mobile-first optimization |
430| **Copying competitors** | Different audience, context | Use for ideas, test your own |
431| **Only A/B testing** | Misses qualitative insights | Combine with user research |
432
433---
434
435## Optional: AI / Automation
436
437> **Note**: Core CRO fundamentals above work without AI. This section covers optional AI capabilities.
438
439### AI-Powered CRO Tools
440
441| Tool Type | Use Case | Examples |
442|-----------|----------|----------|
443| **AI copy generation** | Headline/CTA variants | Claude, GPT, Jasper |
444| **Personalization** | Dynamic content by segment | Optimizely, VWO |
445| **Predictive testing** | Predict winners faster | Evolv AI, Sentient |
446| **Auto-optimization** | Multi-armed bandit | Google Optimize (sunset), VWO |
447
448### When to Use AI
449
450```text
451HAVE thousands of daily conversions?
452├─ YES → AI personalization can optimize in real-time
453└─ NO → Stick to traditional A/B testing
454
455NEED many variants quickly?
456├─ YES → AI copy generation for variant ideation
457└─ NO → Human copywriting with hypothesis
458
459HAVE limited traffic?
460├─ YES → Qualitative research over testing
461└─ NO → Statistical A/B tests
462```
463
464---
465
466## Related Skills
467
468- [marketing-leads-generation](../marketing-leads-generation/SKILL.md) — Lead capture strategies
469- [marketing-paid-advertising](../marketing-paid-advertising/SKILL.md) — Traffic sources
470- [marketing-seo-technical](../marketing-seo-technical/SKILL.md) — Page speed, Core Web Vitals
471- [software-ui-ux-design](../software-ui-ux-design/SKILL.md) — Design patterns
472- [software-ux-research](../software-ux-research/SKILL.md) — User research methods
473
474---
475
476## Usage Notes (Claude)
477
478- Stay operational: return checklists, audit results, test plans
479- Always include statistical significance requirements for testing
480- Recommend qualitative research for low-traffic sites
481- Use benchmark ranges, not absolute numbers
482- Do not invent conversion data; state "varies by industry" when uncertain