Performance Marketing skill 11 of 13

Landing Pages and Conversion Rate Optimisation for Paid Traffic SKILL.md

The Landing Pages and CRO skill makes Claude, Codex or another AI agent improve the pages paid traffic lands on. It checks message match with ads and queries, clarity and proof above the fold, objection handling, form and checkout friction, mobile speed and tracking, analyses funnels and leaks, builds a prioritised test backlog and sizes A/B tests judged on purchases, qualified leads and revenue per visitor.

landing-page-cro/SKILL.md, version 1.0.0, 1,595 words.

Paid media buys the visit; the landing page decides whether it becomes a customer. Doubling conversion rate halves cost per acquisition without touching bids, which makes landing pages one of the cheapest growth levers in paid media. Yet many accounts send expensive clicks to a generic homepage, a slow mobile page or a form with twelve fields.

This skill audits and improves landing pages for paid traffic: message match with ads and queries, clarity, proof, friction, speed, mobile experience and tracking, then runs tests that measure real business outcomes.

Operating principles

  1. Message match. The page continues the promise the ad made, in the same words.
  2. One page, one goal. Remove distractions that don't help the visitor decide.
  3. Proof beats claims. Reviews, numbers, logos, guarantees and demonstrations carry the argument.
  4. Speed and mobile first. Most paid social traffic is mobile and impatient.
  5. Test on outcomes. Purchases, qualified leads and revenue per visitor, not just clicks on a button.

Landing page checklist

AreaCheck
HeadlineMatches the ad and query; states the outcome
Above the foldValue, proof and call to action visible on mobile without scrolling
OfferClear price, plan or next step; no surprises later
ProofReviews, ratings, case studies, numbers with sources, recognisable logos
ObjectionsFAQs, guarantees, delivery and returns, security
Form or checkoutFewest fields needed; guest checkout; payment options; autofill
SpeedFast LCP on mobile; no layout jumps; light scripts
TrustContact details, policies, secure checkout
TrackingConversion events fire once; values passed; consent respected

When to use, and when not to

Use it when conversion rates are low or falling, when CPA rises while CTR holds, when launching campaigns, when ads send traffic to the homepage, and to plan a testing programme.

Don't use it for organic SEO landing pages (use the Content SEO skills) or for ad creative (ad-creative-testing).

Inputs to ask for, in one message

  1. Landing page URLs and the campaigns, ads and queries sending traffic.
  2. Conversion rates by page, device and source for 90 days.
  3. Analytics funnels, heatmaps or session recordings if available.
  4. Page speed data (PageSpeed Insights, Core Web Vitals field data).
  5. Customer research: objections, questions, reviews.
  6. Traffic volume per page for test planning.

Raw SKILL.md file

.md

This is the exact file agents read, including the credit header and licence notice. Save it as landing-page-cro/SKILL.md.

---
name: landing-page-cro
description: "Improve landing pages for paid traffic: message match with ads and search queries, clear value and proof above the fold, objection handling, fewer form fields and simpler checkout, mobile speed, correct conversion tracking, funnel and leak analysis, prioritised test backlogs and A/B tests sized properly and judged on purchases, qualified leads and revenue per visitor. Use whenever someone asks about landing pages for ads, conversion rate optimisation, CRO, low conversion rates, high CPA with good CTR, form abandonment, checkout drop-off or A/B testing landing pages."
license: CC-BY-4.0
metadata:
  author: Afeez Adebayo
  author_url: https://afeezadebayo.com
  author_linkedin: https://www.linkedin.com/in/afeez-adebayo/
  author_x: https://x.com/za_icon
  source: https://afeezadebayo.com/skills-md/marketing/performance-marketing/landing-page-cro/
  category: marketing
  subcategory: performance-marketing
  version: "1.0.0"
  created: "2026-10-10"
  updated: "2026-10-10"
---

# Landing Pages and Conversion Rate Optimisation for Paid Traffic

Paid media buys the visit; the landing page decides whether it becomes a customer. Doubling conversion rate halves cost per acquisition without touching bids, which makes landing pages one of the cheapest growth levers in paid media. Yet many accounts send expensive clicks to a generic homepage, a slow mobile page or a form with twelve fields.

This skill audits and improves landing pages for paid traffic: message match with ads and queries, clarity, proof, friction, speed, mobile experience and tracking, then runs tests that measure real business outcomes.

## Operating principles
1. **Message match.** The page continues the promise the ad made, in the same words.
2. **One page, one goal.** Remove distractions that don't help the visitor decide.
3. **Proof beats claims.** Reviews, numbers, logos, guarantees and demonstrations carry the argument.
4. **Speed and mobile first.** Most paid social traffic is mobile and impatient.
5. **Test on outcomes.** Purchases, qualified leads and revenue per visitor, not just clicks on a button.

## Landing page checklist
| Area | Check |
|---|---|
| Headline | Matches the ad and query; states the outcome |
| Above the fold | Value, proof and call to action visible on mobile without scrolling |
| Offer | Clear price, plan or next step; no surprises later |
| Proof | Reviews, ratings, case studies, numbers with sources, recognisable logos |
| Objections | FAQs, guarantees, delivery and returns, security |
| Form or checkout | Fewest fields needed; guest checkout; payment options; autofill |
| Speed | Fast LCP on mobile; no layout jumps; light scripts |
| Trust | Contact details, policies, secure checkout |
| Tracking | Conversion events fire once; values passed; consent respected |

## When to use, and when not to
Use it when conversion rates are low or falling, when CPA rises while CTR holds, when launching campaigns, when ads send traffic to the homepage, and to plan a testing programme.

Don't use it for organic SEO landing pages (use the Content SEO skills) or for ad creative (`ad-creative-testing`).

## Inputs to ask for, in one message
1. Landing page URLs and the campaigns, ads and queries sending traffic.
2. Conversion rates by page, device and source for 90 days.
3. Analytics funnels, heatmaps or session recordings if available.
4. Page speed data (PageSpeed Insights, Core Web Vitals field data).
5. Customer research: objections, questions, reviews.
6. Traffic volume per page for test planning.

## Workflow

### Step 1. Map traffic to pages
Which campaigns and audiences land where? Find mismatches: specific ads pointing to general pages.

### Step 2. Find the leaks
Funnel drop-off by step and device; heatmaps and recordings for confusion; form analytics for abandoned fields.

### Step 3. Review message match
Compare the ad headline and promise with the page headline and first screen.

### Step 4. Review clarity and proof
Can a visitor understand what it is, who it's for, why it's better and what to do next within five seconds?

### Step 5. Remove friction
Fewer form fields, guest checkout, clear pricing, fewer steps, payment options people use in that market.

### Step 6. Fix speed and mobile
Compress images, cut heavy scripts, avoid layout shifts, make buttons easy to tap.

### Step 7. Prioritise tests
Score ideas by expected impact, confidence and effort; test the biggest changes first.

### Step 8. Test and learn
A/B tests with enough traffic, judged on purchases or qualified leads and revenue per visitor; log every result.

## Test ideas by problem
| Problem | Test |
|---|---|
| High bounce from paid social | Headline matching the ad, product shown in use above the fold |
| Low form completion | Fewer fields, multi-step form with the easiest question first |
| Cart abandonment | Show total cost early, guest checkout, express payments |
| Low trust | Reviews near the call to action, guarantees, recognisable logos |
| Confused visitors | Simpler page with one offer instead of several |

## Sample size and duration
Low-traffic pages can't support many small tests. Use bigger changes (new page versus old), longer tests, or pre-post comparisons with care. As a guide, test until you have enough conversions in each variant to detect the change you care about and at least one or two full weekly cycles.

## Prioritising test ideas (ICE)
| Idea | Impact (1-10) | Confidence (1-10) | Ease (1-10) | Score |
|---|---|---|---|---|
| Three-field first step instead of 14-field form | 9 | 7 | 6 | 22 |
| Reviews beside the call to action | 5 | 6 | 9 | 20 |
| New hero image | 3 | 4 | 9 | 16 |
Sum or multiply the scores consistently, and revisit confidence after each test.

## Five-second test
Show the page to someone unfamiliar with the business for five seconds, then ask:
1. What is this?
2. Who is it for?
3. What would you do next?
If answers vary, the headline and first screen need work before any other test.

## Form design for lead quality
- Start with the easiest question (postcode, company size) to build momentum.
- Ask qualifying questions that help sales, not curiosity questions.
- Use multi-step forms when more than five fields are needed.
- Show progress and what happens next.
- Validate fields as people type to avoid errors at submit.
- Judge changes on qualified leads, not just submissions.

## Templates for many campaigns
| Template | Use | Key elements |
|---|---|---|
| Product page variant | Shopping and product ads | Product focus, reviews, delivery, add to cart |
| Offer page | Promotions and seasonal campaigns | Offer first, deadline (if real), proof |
| Problem-solution page | Prospecting social traffic | Problem, how it works, proof, offer |
| Comparison page | Competitor and "alternative" searches | Honest comparison table, switching help |
| Lead gen page | B2B and services | Outcome headline, proof, short form, next steps |

## Edge cases and judgement calls
| Situation | What to do |
|---|---|
| Many campaigns, few pages | Build templates per intent or segment rather than one page per ad |
| Lead generation | Balance form fields between volume and quality; judge on qualified leads |
| Marketplace or platform listings | Optimise the listing (images, reviews, price) as the landing page |
| Legal or regulatory content | Keep required information while simplifying layout |
| Page builders slow the page | Strip unused widgets and scripts or build lighter templates |

## Handoffs to related skills
- Ad promises and creative: `ad-creative-testing`
- Search query intent: `google-search-ads`
- Tracking: `conversion-tracking-capi`
- Speed in depth: the Technical SEO `core-web-vitals` skill
- Reporting test outcomes: `paid-media-reporting`

## Worked example
A home insurance broker sent Google and Meta traffic to a long homepage with a 14-field quote form. Mobile conversion was a third of desktop. The new landing pages matched ad promises by product, showed a three-field first step (postcode, property type, email), moved reviews and a price guarantee next to the button and cut page weight by half. Tested against the old page with qualified quotes as the metric, the new page lifted qualified quote rate substantially on mobile, lowering cost per qualified quote across both platforms.

## Output format
```
# Landing page review: <page>, <date>
## Traffic sources and message match
## Funnel and leak analysis (device, step)
## Checklist findings
## Prioritised test backlog (impact, confidence, effort)
## Test plans with metrics and sample size
## Speed and tracking fixes
```

## Common mistakes
- Sending paid traffic to the homepage.
- Testing tiny changes on low-traffic pages.
- Judging tests on clicks rather than purchases or qualified leads.
- Slow, script-heavy mobile pages.
- Hiding costs until checkout.

## Questions to ask before you change pages
- Which ads and queries send traffic to each page?
- Where do mobile visitors drop off?
- How much traffic and how many conversions does each page get per week?

## Self-check before you answer
- Does each page match the ad and query that brings visitors?
- Are proof, objections and friction addressed?
- Is speed checked on mobile with field data?
- Are tests sized and judged on business outcomes?

## Further reading
- Google PageSpeed Insights: https://pagespeed.web.dev/
- Baymard Institute checkout research: https://baymard.com/research
- web.dev Core Web Vitals: https://web.dev/articles/vitals

---
Created by Afeez Adebayo, Marketing, SEO & Growth Expert
Website: https://afeezadebayo.com
LinkedIn: https://www.linkedin.com/in/afeez-adebayo/
X: https://x.com/za_icon
Source: https://afeezadebayo.com/skills-md/marketing/performance-marketing/landing-page-cro/

Licence: CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). You may copy, share and adapt this skill, including for commercial use, as long as you credit Afeez Adebayo and link to the source URL above. Keep this notice in any copy or adapted version.

Workflow

Step 1. Map traffic to pages

Which campaigns and audiences land where? Find mismatches: specific ads pointing to general pages.

Step 2. Find the leaks

Funnel drop-off by step and device; heatmaps and recordings for confusion; form analytics for abandoned fields.

Step 3. Review message match

Compare the ad headline and promise with the page headline and first screen.

Step 4. Review clarity and proof

Can a visitor understand what it is, who it's for, why it's better and what to do next within five seconds?

Step 5. Remove friction

Fewer form fields, guest checkout, clear pricing, fewer steps, payment options people use in that market.

Step 6. Fix speed and mobile

Compress images, cut heavy scripts, avoid layout shifts, make buttons easy to tap.

Step 7. Prioritise tests

Score ideas by expected impact, confidence and effort; test the biggest changes first.

Step 8. Test and learn

A/B tests with enough traffic, judged on purchases or qualified leads and revenue per visitor; log every result.

Test ideas by problem

ProblemTest
High bounce from paid socialHeadline matching the ad, product shown in use above the fold
Low form completionFewer fields, multi-step form with the easiest question first
Cart abandonmentShow total cost early, guest checkout, express payments
Low trustReviews near the call to action, guarantees, recognisable logos
Confused visitorsSimpler page with one offer instead of several

Sample size and duration

Low-traffic pages can't support many small tests. Use bigger changes (new page versus old), longer tests, or pre-post comparisons with care. As a guide, test until you have enough conversions in each variant to detect the change you care about and at least one or two full weekly cycles.

Prioritising test ideas (ICE)

IdeaImpact (1-10)Confidence (1-10)Ease (1-10)Score
Three-field first step instead of 14-field form97622
Reviews beside the call to action56920
New hero image34916

Sum or multiply the scores consistently, and revisit confidence after each test.

Five-second test

Show the page to someone unfamiliar with the business for five seconds, then ask:

  1. What is this?
  2. Who is it for?
  3. What would you do next?

If answers vary, the headline and first screen need work before any other test.

Form design for lead quality

  • Start with the easiest question (postcode, company size) to build momentum.
  • Ask qualifying questions that help sales, not curiosity questions.
  • Use multi-step forms when more than five fields are needed.
  • Show progress and what happens next.
  • Validate fields as people type to avoid errors at submit.
  • Judge changes on qualified leads, not just submissions.

Templates for many campaigns

TemplateUseKey elements
Product page variantShopping and product adsProduct focus, reviews, delivery, add to cart
Offer pagePromotions and seasonal campaignsOffer first, deadline (if real), proof
Problem-solution pageProspecting social trafficProblem, how it works, proof, offer
Comparison pageCompetitor and "alternative" searchesHonest comparison table, switching help
Lead gen pageB2B and servicesOutcome headline, proof, short form, next steps

Edge cases and judgement calls

SituationWhat to do
Many campaigns, few pagesBuild templates per intent or segment rather than one page per ad
Lead generationBalance form fields between volume and quality; judge on qualified leads
Marketplace or platform listingsOptimise the listing (images, reviews, price) as the landing page
Legal or regulatory contentKeep required information while simplifying layout
Page builders slow the pageStrip unused widgets and scripts or build lighter templates
  • Ad promises and creative: ad-creative-testing
  • Search query intent: google-search-ads
  • Tracking: conversion-tracking-capi
  • Speed in depth: the Technical SEO core-web-vitals skill
  • Reporting test outcomes: paid-media-reporting

Worked example

A home insurance broker sent Google and Meta traffic to a long homepage with a 14-field quote form. Mobile conversion was a third of desktop. The new landing pages matched ad promises by product, showed a three-field first step (postcode, property type, email), moved reviews and a price guarantee next to the button and cut page weight by half. Tested against the old page with qualified quotes as the metric, the new page lifted qualified quote rate substantially on mobile, lowering cost per qualified quote across both platforms.

Output format

# Landing page review: <page>, <date>
## Traffic sources and message match
## Funnel and leak analysis (device, step)
## Checklist findings
## Prioritised test backlog (impact, confidence, effort)
## Test plans with metrics and sample size
## Speed and tracking fixes

Common mistakes

  • Sending paid traffic to the homepage.
  • Testing tiny changes on low-traffic pages.
  • Judging tests on clicks rather than purchases or qualified leads.
  • Slow, script-heavy mobile pages.
  • Hiding costs until checkout.

Questions to ask before you change pages

  • Which ads and queries send traffic to each page?
  • Where do mobile visitors drop off?
  • How much traffic and how many conversions does each page get per week?

Self-check before you answer

  • Does each page match the ad and query that brings visitors?
  • Are proof, objections and friction addressed?
  • Is speed checked on mobile with field data?
  • Are tests sized and judged on business outcomes?

Further reading

When to use this skill, and when not to

Use it when conversion rates are low or falling, when CPA rises while CTR holds, when launching campaigns, when ads send traffic to the homepage and when planning a testing programme.

Paid media buys the visit; the page decides whether it becomes a customer. Doubling conversion rate halves cost per acquisition without touching bids, which makes landing pages one of the cheapest growth levers in paid media. Yet many accounts still send expensive clicks to a generic homepage or a slow mobile page with a long form.

Don’t use it for organic SEO pages (use the Content SEO skills) or ad creative (use Ad Creative Testing).

Example prompts

  • “Our mobile conversion is a third of desktop. Fix the page.”
  • “Map which ads send traffic to which pages and find mismatches.”
  • “Cut our quote form from 14 fields without hurting lead quality.”
  • “Prioritise our landing page test ideas.”
  • “Build landing page templates for our campaign types.”

Example output

The skill returns a fixed structure. A shortened example for an imaginary site:

# Landing page review: example insurance broker, 10 October 2026

## Findings
| Area | Issue | Fix |
| Message match | Ads promise home insurance quotes; page is general homepage | Product-specific pages |
| Form | 14 fields | 3-field first step (postcode, property type, email) |
| Proof | Reviews at the bottom | Reviews and price guarantee beside the button |
| Speed | Heavy mobile page | Halve page weight |

## Test: new page vs old, metric = qualified quote rate

Tests are judged on purchases or qualified leads, not button clicks, so wins show up in revenue rather than vanity metrics.

What the agent needs from you

The skill asks for landing page URLs and the campaigns, ads and queries sending traffic, conversion rates by page, device and source, funnels, heatmaps or recordings if you have them, page speed data, customer research on objections and the traffic volume each page gets for test planning.

How this skill hands off to related skills

Landing pages link ads to outcomes. Ad promises come from Ad Creative Testing, query intent from Google Search Ads, tracking from Conversion Tracking, reporting from Paid Media Reporting, and speed in depth from the Technical SEO Core Web Vitals skill.

How to run Landing Page CRO step by step

  1. Install the skill as landing-page-cro/SKILL.md.
  2. Map traffic to pages: campaigns, ads and queries for each URL.
  3. Export conversion data by page, device and source, plus funnels and recordings.
  4. Add speed data and customer objections.
  5. Review findings and the prioritised test backlog.
  6. Run tests sized for your traffic and log every result.

Situations this skill handles

Landing page problems follow patterns. The skill handles these situations:

SituationWhat the skill does
Paid traffic to the homepageBuilds pages matched to campaigns and intent
High bounce from socialMatches headline to the ad and shows the product in use
Form abandonmentFewer fields or a multi-step form
Cart abandonmentShows total cost early, guest checkout, express payments
Low trustReviews beside the call to action, guarantees and logos
Many campaigns, few pagesTemplates per intent or segment

What makes this skill different

Most CRO advice is a list of best practices. This skill starts with the traffic: which ads and queries send visitors to each page, where those visitors drop off and what the ad promised them. Fixes and tests follow from that evidence, scored by impact, confidence and effort.

It sizes tests to real traffic and judges them on business outcomes, so low-traffic pages aren’t wasted on tiny experiments that can never reach a result.

Practical tips from real projects

  • One page, one goal.
  • Proof near the call to action.
  • Show total cost early.
  • Test big changes on small traffic.

A worked example: a home insurance broker sent Google and Meta traffic to a long homepage with a 14-field quote form, and mobile conversion was a third of desktop. New product-specific landing pages matched ad promises, started with a three-field first step, moved reviews and a price guarantee next to the button and halved page weight. Tested against the old page on qualified quotes, the new page lifted the qualified quote rate substantially on mobile and lowered cost per qualified quote on both platforms.

The five-second test is a quick diagnostic: show the page to someone unfamiliar with the business for five seconds and ask what it is, who it is for and what they would do next. If answers vary, the headline and first screen need work before any other test.

Form design for lead quality starts with the easiest question, asks qualifying questions that help sales, uses multi-step forms beyond five fields, shows progress and what happens next, validates fields as people type and judges changes on qualified leads rather than submissions.

Templates scale the work across many campaigns: product page variants for shopping ads, offer pages for promotions, problem-solution pages for prospecting social traffic, comparison pages for competitor searches and lead-generation pages for B2B and services, each built around the intent of the traffic it receives.

The checklist covers headline, the first mobile screen, offer clarity, proof, objections, form or checkout friction, speed, trust signals and tracking, so nothing important is missed during reviews.

Prioritisation keeps the backlog honest. Each idea gets an impact, confidence and ease score, and confidence is revisited after every test, so the team learns which kinds of change actually move this audience.

Frequently asked questions

Making the landing page continue the exact promise of the ad or search query, in the same words, so visitors know they are in the right place.

As few as needed to qualify the lead. Multi-step forms starting with the easiest question often help when more than five fields are needed.

The biggest likely problem: message match, the first screen, form length or checkout friction. Score ideas by impact, confidence and effort.

Test bigger changes, such as a new page against the old one, run longer, or use careful before-and-after comparisons.

Because a change can raise clicks or form starts while lowering real outcomes. Business metrics show true impact.

Yes. Most paid social traffic is mobile and impatient, and slow pages lose visitors before they see the offer.

Changelog

  • 1.0.0, 10 October 2026: first release.

Use, adapt and share this skill under CC BY 4.0: credit Afeez Adebayo and link to this page.