Compare 4 skills

Attribute	AI SEO	Programmatic SEO	Programmatic SEO Competitor Spy	Schema Markup
Type of work	design	design	analyze	produce
How often used	quarterly	one-off	quarterly	event-driven
Workflow stage	setup	setup	analysis	execution
You get back	recommendation-list	system-config	document	document
Who decides	advisory	draft-for-review	advisory	draft-for-review
SEO disciplinerole	ai-search, content	programmatic	programmatic, competitive	schema, 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

AI SEO: url, text
Programmatic SEO: text, tool-access
Programmatic SEO Competitor Spy: text, url
Schema Markup: url, text

Output formats

AI SEO: markdown
Programmatic SEO: markdown, csv
Programmatic SEO Competitor Spy: markdown
Schema Markup: markdown, json

Human review

AI SEO: review-required
Programmatic SEO: approval-required
Programmatic SEO Competitor Spy: none
Schema Markup: review-required

Data sensitivity

AI SEO: public
Programmatic SEO: public
Programmatic SEO Competitor Spy: public
Schema Markup: public

Channeldepartment

AI SEO: SEO, content
Programmatic SEO: SEO, content
Programmatic SEO Competitor Spy: SEO
Schema Markup: SEO

Funnel stagedepartment

AI SEO: awareness
Programmatic SEO: awareness, acquisition
Programmatic SEO Competitor Spy: awareness
Schema Markup: awareness

Content typedepartment

AI SEO: blog, landing-page
Programmatic SEO: landing-page, blog
Programmatic SEO Competitor Spy: —
Schema Markup: —

B2B / B2Cdepartment

AI SEO: B2B, B2C
Programmatic SEO: B2B, B2C
Programmatic SEO Competitor Spy: B2B
Schema Markup: B2B, B2C

Competitor lensrole

AI SEO: own-site-only
Programmatic SEO: own-site-only
Programmatic SEO Competitor Spy: competitor-comparison
Schema Markup: own-site-only

Attribute	AI SEO	Programmatic SEO	Programmatic SEO Competitor Spy	Schema Markup
What you provide	url, text	text, tool-access	text, url	url, text
Output formats	markdown	markdown, csv	markdown	markdown, json
Human review	review-required	approval-required	none	review-required
Data sensitivity	public	public	public	public
Channeldepartment	SEO, content	SEO, content	SEO	SEO
Funnel stagedepartment	awareness	awareness, acquisition	awareness	awareness
Content typedepartment	blog, landing-page	landing-page, blog	—	—
B2B / B2Cdepartment	B2B, B2C	B2B, B2C	B2B	B2B, B2C
Competitor lensrole	own-site-only	own-site-only	competitor-comparison	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
Programmatic SEO: page-template
Programmatic SEO Competitor Spy: opportunity-list
Schema Markup: schema-code

SERP feature targetedrole

AI SEO: ai-overview
Programmatic SEO: none
Programmatic SEO Competitor Spy: none
Schema Markup: featured-snippet, paa

Attribute	AI SEO	Programmatic SEO	Programmatic SEO Competitor Spy	Schema Markup
SEO artifactrole	audit-report, content-brief	page-template	opportunity-list	schema-code
SERP feature targetedrole	ai-overview	none	none	featured-snippet, paa

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
Programmatic SEO: 60 min
Programmatic SEO Competitor Spy: 30 min
Schema Markup: 🟢10 min

Setup time

AI SEO: 5 min
Programmatic SEO: 30 min
Programmatic SEO Competitor Spy: 10 min
Schema Markup: 5 min

Complexity

AI SEO: intermediate
Programmatic SEO: expert
Programmatic SEO Competitor Spy: expert
Schema Markup: intermediate

Attribute	AI SEO	Programmatic SEO	Programmatic SEO Competitor Spy	Schema Markup
Time to first result	15 min	60 min	30 min	🟢10 min
Setup time	5 min	30 min	10 min	5 min
Complexity	intermediate	expert	expert	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: —
Programmatic SEO: —
Programmatic SEO Competitor Spy: —
Schema Markup: —

Weekly installs

AI SEO: —
Programmatic SEO: —
Programmatic SEO Competitor Spy: —
Schema Markup: —

EF verified

AI SEO: —
Programmatic SEO: —
Programmatic SEO Competitor Spy: —
Schema Markup: —

Attribute	AI SEO	Programmatic SEO	Programmatic SEO Competitor Spy	Schema Markup
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 Programmatic SEO if

one-off

Programmatic SEO — Scale to Hundreds of SEO Pages

✓Content type: landing-page, blog

Pick Programmatic SEO Competitor Spy if

quarterly

Programmatic SEO Spy — read your competitor's pSEO playbook

No unique differentiators in this comparison.

Pick Schema Markup if

event-driven

Schema Markup — Earn Rich Snippets in Google Search

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.