Compare 4 skills

Attribute	Ad Creative	Messaging A/B Tester	Paid Ads	Site Architecture
Type of work	produce	analyze	design	design
How often used	daily	event-driven	weekly	quarterly
Workflow stage	execution	execution	setup	setup
You get back	document	recommendation-list	system-config	system-config
Who decides	draft-for-review	advisory	draft-for-review	draft-for-review
PMM functional arearole	—	positioning	—	—
SEO disciplinerole	—	—	—	technical

Will it fit my setup

Whether the skill matches your tools, team size, deal size, and role. A great skill in the wrong context is useless.

What you provide

Ad Creative: text, url
Messaging A/B Tester: text
Paid Ads: text, tool-access
Site Architecture: url, text

Output formats

Ad Creative: markdown
Messaging A/B Tester: markdown, csv
Paid Ads: markdown
Site Architecture: markdown

Human review

Ad Creative: review-required
Messaging A/B Tester: review-required
Paid Ads: approval-required
Site Architecture: review-required

Data sensitivity

Ad Creative: public
Messaging A/B Tester: internal
Paid Ads: internal
Site Architecture: public

Channeldepartment

Ad Creative: paid-ads, social
Messaging A/B Tester: email, social
Paid Ads: paid-ads
Site Architecture: SEO

Funnel stagedepartment

Ad Creative: awareness, acquisition
Messaging A/B Tester: acquisition
Paid Ads: awareness, acquisition
Site Architecture: awareness, acquisition

Content typedepartment

Ad Creative: ad-copy, social-post
Messaging A/B Tester: —
Paid Ads: ad-copy
Site Architecture: —

B2B / B2Cdepartment

Ad Creative: B2B, B2C
Messaging A/B Tester: B2B
Paid Ads: B2B, B2C
Site Architecture: B2B, B2C

Output audiencerole

Ad Creative: —
Messaging A/B Tester: marketing
Paid Ads: —
Site Architecture: —

Voice-of-customer sourcerole

Ad Creative: —
Messaging A/B Tester: —
Paid Ads: —
Site Architecture: —

Competitor lensrole

Ad Creative: —
Messaging A/B Tester: —
Paid Ads: —
Site Architecture: own-site-only

Attribute	Ad Creative	Messaging A/B Tester	Paid Ads	Site Architecture
What you provide	text, url	text	text, tool-access	url, text
Output formats	markdown	markdown, csv	markdown	markdown
Human review	review-required	review-required	approval-required	review-required
Data sensitivity	public	internal	internal	public
Channeldepartment	paid-ads, social	email, social	paid-ads	SEO
Funnel stagedepartment	awareness, acquisition	acquisition	awareness, acquisition	awareness, acquisition
Content typedepartment	ad-copy, social-post	—	ad-copy	—
B2B / B2Cdepartment	B2B, B2C	B2B	B2B, B2C	B2B, B2C
Output audiencerole	—	marketing	—	—
Voice-of-customer sourcerole	—	—	—	—
Competitor lensrole	—	—	—	own-site-only

What makes it different

The methodologies, frameworks, jurisdictions, or channels this skill specializes in. This is where similar-looking skills reveal their actual angle.

PMM artifactrole

Ad Creative: —
Messaging A/B Tester: messaging-brief
Paid Ads: —
Site Architecture: —

Positioning frameworkrole

Ad Creative: —
Messaging A/B Tester: —
Paid Ads: —
Site Architecture: —

SEO artifactrole

Ad Creative: —
Messaging A/B Tester: —
Paid Ads: —
Site Architecture: architecture-doc, sitemap-spec

SERP feature targetedrole

Ad Creative: —
Messaging A/B Tester: —
Paid Ads: —
Site Architecture: none

Attribute	Ad Creative	Messaging A/B Tester	Paid Ads	Site Architecture
PMM artifactrole	—	messaging-brief	—	—
Positioning frameworkrole	—	—	—	—
SEO artifactrole	—	—	—	architecture-doc, sitemap-spec
SERP feature targetedrole	—	—	—	none

Cost & speed

How fast you get a result, how much setup it needs, how steep the learning curve. The price you pay before you find out if it works.

Time to first result

Ad Creative: 🟢5 min
Messaging A/B Tester: 60 min
Paid Ads: 30 min
Site Architecture: 30 min

Setup time

Ad Creative: 🟢0 min
Messaging A/B Tester: 15 min
Paid Ads: 10 min
Site Architecture: 10 min

Complexity

Ad Creative: beginner
Messaging A/B Tester: intermediate
Paid Ads: intermediate
Site Architecture: expert

Attribute	Ad Creative	Messaging A/B Tester	Paid Ads	Site Architecture
Time to first result	🟢5 min	60 min	30 min	30 min
Setup time	🟢0 min	15 min	10 min	10 min
Complexity	beginner	intermediate	intermediate	expert

Can I trust this

Publisher reputation, freshness of the skill, automated test coverage, install volume, user ratings. The gut-check before you commit.

Tests passing

Ad Creative: —
Messaging A/B Tester: —
Paid Ads: —
Site Architecture: —

Weekly installs

Ad Creative: —
Messaging A/B Tester: —
Paid Ads: —
Site Architecture: —

EF verified

Ad Creative: —
Messaging A/B Tester: —
Paid Ads: —
Site Architecture: —

Attribute	Ad Creative	Messaging A/B Tester	Paid Ads	Site Architecture
Tests passing	—	—	—	—
Weekly installs	—	—	—	—
EF verified	—	—	—	—

Verdict — which one should I pick?

Auto-generated from the rows above — not LLM prose.

Pick Ad Creative if

daily

Ad Creative — Generate Ad Copy at Scale

✓Content type: ad-copy, social-post

Pick Messaging A/B Tester if

event-driven

Messaging A/B Tester — let the audience pick the winning angle

✓PMM artifact: messaging-brief
✓Output audience: marketing

Pick Paid Ads if

weekly

Paid Ads — Plan Campaigns That Deliver ROI

✓Content type: ad-copy

Pick Site Architecture if

quarterly

Site Architecture — Build a Site Structure That Scales

✓SEO artifact: architecture-doc, sitemap-spec
✓SERP feature targeted: none
✓Competitor lens: own-site-only

💡 Most teams use 2-3 of these together — they're complements, not substitutes.

Empty cells (—) mean the publisher hasn't declared a value. We don't guess.