Compare 4 skills

These skills are complements, not substitutes. Each one solves a different part of the workflow. Most teams use 2-3 of them together.

/ai-seo

/content-brief-factory

/programmatic-seo

/serp-feature-sniper

What it does

The fundamental kind of work this skill performs. It shows whether two skills do the same job differently or completely different jobs.

Type of work

How often used

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

quarterly

AI SEO — Get Cited in AI-Generated Answers

weekly

Content Brief Factory — briefs your writers actually need

one-off

Programmatic SEO — Scale to Hundreds of SEO Pages

monthly

SERP Feature Sniper — steal featured snippets and PAA boxes

Empty cells (—) mean the publisher has not declared a value. We do not guess.

Attribute	AI SEO	Content Brief Factory	Programmatic SEO	SERP Feature Sniper
Type of work	design	produce	design	analyze
How often used	quarterly	weekly	one-off	monthly
Workflow stage	setup	setup	setup	analysis
You get back	recommendation-list	document	system-config	recommendation-list
Who decides	advisory	draft-for-review	draft-for-review	draft-for-review
SEO disciplinerole	ai-search, content	content	programmatic	competitive, on-page

Attribute	AI SEO	Content Brief Factory	Programmatic SEO	SERP Feature Sniper
What you provide	url, text	text, file-upload	text, tool-access	text
Output formats	markdown	markdown, csv	markdown, csv	markdown, csv
Human review	review-required	review-required	approval-required	none
Data sensitivity	public

Attribute	AI SEO	Content Brief Factory	Programmatic SEO	SERP Feature Sniper
SEO artifactrole	audit-report, content-brief	content-brief	page-template	opportunity-list, content-brief
SERP feature targetedrole	ai-overview	none	none	featured-snippet, paa

Attribute	AI SEO	Content Brief Factory	Programmatic SEO	SERP Feature Sniper
Time to first result	🟢15 min	30 min	60 min	20 min
Setup time	5 min	10 min	30 min	5 min
Complexity	intermediate	intermediate	expert	intermediate