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Compare 4 skills

These skills relate to the same role but cover different jobs. The rows below show how they fit your stack.

by Corey Haines

/ai-seo

by Corey Haines

Competitor & Alternative Pages

/competitor-alternatives

Content Brief Factory

/content-brief-factory

by Corey Haines

Programmatic SEO

/programmatic-seo

What it does

The fundamental kind of work this skill performs. Tells you whether two skills are doing the same job differently, or completely different jobs.

Type of work

AI SEO: design
Competitor & Alternative Pages: produce
Content Brief Factory: produce
Programmatic SEO: design

How often used

AI SEO: quarterly
Competitor & Alternative Pages: quarterly
Content Brief Factory: weekly
Programmatic SEO: one-off

Workflow stage

AI SEO: setup
Competitor & Alternative Pages: execution
Content Brief Factory: setup
Programmatic SEO: setup

You get back

AI SEO: recommendation-list
Competitor & Alternative Pages: document
Content Brief Factory: document
Programmatic SEO: system-config

Who decides

AI SEO: advisory
Competitor & Alternative Pages: draft-for-review
Content Brief Factory: draft-for-review
Programmatic SEO: draft-for-review

SEO disciplinerole

AI SEO: ai-search, content
Competitor & Alternative Pages: content, competitive
Content Brief Factory: content
Programmatic SEO: programmatic

Attribute	AI SEO	Competitor & Alternative Pages	Content Brief Factory	Programmatic SEO
Type of work	design	produce	produce	design
How often used	quarterly	quarterly	weekly	one-off
Workflow stage	setup	execution	setup	setup
You get back	recommendation-list	document	document	system-config
Who decides	advisory	draft-for-review	draft-for-review	draft-for-review
SEO disciplinerole	ai-search, content	content, competitive	content	programmatic

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
Content Brief Factory: text, file-upload
Programmatic SEO: text, tool-access

Output formats

AI SEO: markdown
Competitor & Alternative Pages: markdown
Content Brief Factory: markdown, csv
Programmatic SEO: markdown, csv

Human review

AI SEO: review-required
Competitor & Alternative Pages: review-required
Content Brief Factory: review-required
Programmatic SEO: approval-required

Data sensitivity

AI SEO: public
Competitor & Alternative Pages: public
Content Brief Factory: public
Programmatic SEO: public

Channeldepartment

AI SEO: SEO, content
Competitor & Alternative Pages: SEO, content, paid-ads
Content Brief Factory: SEO, content
Programmatic SEO: SEO, content

Funnel stagedepartment

AI SEO: awareness
Competitor & Alternative Pages: acquisition
Content Brief Factory: awareness, acquisition
Programmatic SEO: awareness, acquisition

Content typedepartment

AI SEO: blog, landing-page
Competitor & Alternative Pages: landing-page, blog
Content Brief Factory: blog
Programmatic SEO: landing-page, blog

B2B / B2Cdepartment

AI SEO: B2B, B2C
Competitor & Alternative Pages: B2B, B2C
Content Brief Factory: B2B
Programmatic SEO: B2B, B2C

Competitor lensrole

AI SEO: own-site-only
Competitor & Alternative Pages: competitor-comparison
Content Brief Factory: own-site-only
Programmatic SEO: own-site-only

Attribute	AI SEO	Competitor & Alternative Pages	Content Brief Factory	Programmatic SEO
What you provide	url, text	text, url	text, file-upload	text, tool-access
Output formats	markdown	markdown	markdown, csv	markdown, csv
Human review	review-required	review-required	review-required	approval-required
Data sensitivity	public	public	public	public
Channeldepartment	SEO, content	SEO, content, paid-ads	SEO, content	SEO, content
Funnel stagedepartment	awareness	acquisition	awareness, acquisition	awareness, acquisition
Content typedepartment	blog, landing-page	landing-page, blog	blog	landing-page, blog
B2B / B2Cdepartment	B2B, B2C	B2B, B2C	B2B	B2B, B2C
Competitor lensrole	own-site-only	competitor-comparison	own-site-only	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.

SEO artifactrole

AI SEO: audit-report, content-brief
Competitor & Alternative Pages: content-brief
Content Brief Factory: content-brief
Programmatic SEO: page-template

SERP feature targetedrole

AI SEO: ai-overview
Competitor & Alternative Pages: none
Content Brief Factory: none
Programmatic SEO: none

Attribute	AI SEO	Competitor & Alternative Pages	Content Brief Factory	Programmatic SEO
SEO artifactrole	audit-report, content-brief	content-brief	content-brief	page-template
SERP feature targetedrole	ai-overview	none	none	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
Content Brief Factory: 30 min
Programmatic SEO: 60 min

Setup time

AI SEO: 🟢5 min
Competitor & Alternative Pages: 10 min
Content Brief Factory: 10 min
Programmatic SEO: 30 min

Complexity

AI SEO: intermediate
Competitor & Alternative Pages: intermediate
Content Brief Factory: intermediate
Programmatic SEO: expert

Attribute	AI SEO	Competitor & Alternative Pages	Content Brief Factory	Programmatic SEO
Time to first result	🟢15 min	20 min	30 min	60 min
Setup time	🟢5 min	10 min	10 min	30 min
Complexity	intermediate	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

AI SEO: —
Competitor & Alternative Pages: —
Content Brief Factory: —
Programmatic SEO: —

Weekly installs

AI SEO: —
Competitor & Alternative Pages: —
Content Brief Factory: —
Programmatic SEO: —

EF verified

AI SEO: —
Competitor & Alternative Pages: —
Content Brief Factory: —
Programmatic SEO: —

Attribute	AI SEO	Competitor & Alternative Pages	Content Brief Factory	Programmatic SEO
Tests passing	—	—	—	—
Weekly installs	—	—	—	—
EF verified	—	—	—	—

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