Compare 4 skills

Attribute	AI SEO	Competitor & Alternative Pages	Schema Markup	SEO Opportunity Finder
Type of work	design	produce	produce	analyze
How often used	quarterly	quarterly	event-driven	monthly
Workflow stage	setup	execution	execution	analysis
You get back	recommendation-list	document	document	recommendation-list
Who decides	advisory	draft-for-review	draft-for-review	advisory
SEO disciplinerole	ai-search, content	content, competitive	schema, technical	competitive, content

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

AI SEO: url, text
Competitor & Alternative Pages: text, url
Schema Markup: url, text
SEO Opportunity Finder: text, url

Output formats

AI SEO: markdown
Competitor & Alternative Pages: markdown
Schema Markup: markdown, json
SEO Opportunity Finder: markdown, csv

Human review

AI SEO: review-required
Competitor & Alternative Pages: review-required
Schema Markup: review-required
SEO Opportunity Finder: none

Data sensitivity

AI SEO: public
Competitor & Alternative Pages: public
Schema Markup: public
SEO Opportunity Finder: public

Channeldepartment

AI SEO: SEO, content
Competitor & Alternative Pages: SEO, content, paid-ads
Schema Markup: SEO
SEO Opportunity Finder: SEO, content

Funnel stagedepartment

AI SEO: awareness
Competitor & Alternative Pages: acquisition
Schema Markup: awareness
SEO Opportunity Finder: awareness, acquisition

Content typedepartment

AI SEO: blog, landing-page
Competitor & Alternative Pages: landing-page, blog
Schema Markup: —
SEO Opportunity Finder: —

B2B / B2Cdepartment

AI SEO: B2B, B2C
Competitor & Alternative Pages: B2B, B2C
Schema Markup: B2B, B2C
SEO Opportunity Finder: B2B

Competitor lensrole

AI SEO: own-site-only
Competitor & Alternative Pages: competitor-comparison
Schema Markup: own-site-only
SEO Opportunity Finder: gap-analysis

Attribute	AI SEO	Competitor & Alternative Pages	Schema Markup	SEO Opportunity Finder
What you provide	url, text	text, url	url, text	text, url
Output formats	markdown	markdown	markdown, json	markdown, csv
Human review	review-required	review-required	review-required	none
Data sensitivity	public	public	public	public
Channeldepartment	SEO, content	SEO, content, paid-ads	SEO	SEO, content
Funnel stagedepartment	awareness	acquisition	awareness	awareness, acquisition
Content typedepartment	blog, landing-page	landing-page, blog	—	—
B2B / B2Cdepartment	B2B, B2C	B2B, B2C	B2B, B2C	B2B
Competitor lensrole	own-site-only	competitor-comparison	own-site-only	gap-analysis

What makes it different

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

SEO artifactrole

AI SEO: audit-report, content-brief
Competitor & Alternative Pages: content-brief
Schema Markup: schema-code
SEO Opportunity Finder: opportunity-list

SERP feature targetedrole

AI SEO: ai-overview
Competitor & Alternative Pages: none
Schema Markup: featured-snippet, paa
SEO Opportunity Finder: none

Attribute	AI SEO	Competitor & Alternative Pages	Schema Markup	SEO Opportunity Finder
SEO artifactrole	audit-report, content-brief	content-brief	schema-code	opportunity-list
SERP feature targetedrole	ai-overview	none	featured-snippet, paa	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

AI SEO: 15 min
Competitor & Alternative Pages: 20 min
Schema Markup: 🟢10 min
SEO Opportunity Finder: 30 min

Setup time

AI SEO: 5 min
Competitor & Alternative Pages: 10 min
Schema Markup: 5 min
SEO Opportunity Finder: 10 min

Complexity

AI SEO: intermediate
Competitor & Alternative Pages: intermediate
Schema Markup: intermediate
SEO Opportunity Finder: intermediate

Attribute	AI SEO	Competitor & Alternative Pages	Schema Markup	SEO Opportunity Finder
Time to first result	15 min	20 min	🟢10 min	30 min
Setup time	5 min	10 min	5 min	10 min
Complexity	intermediate	intermediate	intermediate	intermediate

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

AI SEO: —
Competitor & Alternative Pages: —
Schema Markup: —
SEO Opportunity Finder: —

Weekly installs

AI SEO: —
Competitor & Alternative Pages: —
Schema Markup: —
SEO Opportunity Finder: —

EF verified

AI SEO: —
Competitor & Alternative Pages: —
Schema Markup: —
SEO Opportunity Finder: —

Attribute	AI SEO	Competitor & Alternative Pages	Schema Markup	SEO Opportunity Finder
Tests passing	—	—	—	—
Weekly installs	—	—	—	—
EF verified	—	—	—	—

Verdict — which one should I pick?

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

Pick AI SEO if

quarterly

AI SEO — Get Cited in AI-Generated Answers

✓Content type: blog, landing-page

Pick Competitor & Alternative Pages if

quarterly

Competitor Pages — Win Comparison Searches

✓Content type: landing-page, blog

Pick Schema Markup if

event-driven

Schema Markup — Earn Rich Snippets in Google Search

No unique differentiators in this comparison.

Pick SEO Opportunity Finder if

monthly

SEO Opportunity Finder — quick wins from competitor gaps

No unique differentiators in this comparison.

💡 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.