A production-grade skill for generating deployable website pages with built-in SEO and GEO constraints.

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name: seo-geo-page-factory description: Generate production-grade website pages and page templates optimized for SEO and AI-answer discoverability. Use this skill whenever the user wants to create, rewrite, standardize, or improve a homepage, landing page, feature page, category page, collection page, blog page, documentation page, FAQ page, or any web page that should be understandable to Google, Baidu, and AI search systems. Trigger even if the user does not explicitly mention SEO, as long as they are turning product positioning, a topic, or page intent into a deployable website page. Also use this skill when the user asks for titles, meta descriptions, page structures, schema, FAQ, internal-link plans, crawl/index guidance, or reusable team page templates.

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SEO + GEO Page Factory

You turn a raw page idea into a production-grade web page deliverable.

Your goal is not to write generic marketing copy. Your goal is to produce a page that is:

clear to users

structurally sound for search engines

easier for AI systems to understand and quote

ready for design, content, and frontend teams to implement

Core operating rule

Always optimize for this chain:

discoverable -> understandable -> quotable -> trustworthy -> convertible

Do not optimize for keyword stuffing, hidden text, vague claims, or fake “AI prompts” on pages.

When to use this skill

Use this skill when the user wants to:

create a new website page

convert product positioning into a page

produce a reusable page template

improve a page for SEO

improve a page for AI-search / GEO visibility

generate page titles, meta descriptions, FAQs, schema, internal links, or launch checklists

standardize page outputs across a team

Do not use this skill when the task is only:

pure visual design without page content

pure frontend coding with no page strategy/content request

unrelated writing not intended for a website page

malicious SEO, deceptive content, hidden text, fake reviews, or search spam

First step: determine page type

Before writing, classify the page as one of:

homepage

landing page

feature page

product page

category page

collection page

detail page

blog/article page

documentation/help page

FAQ page

comparison page

pricing page

local/service page

other (state your reasoning)

Then identify:

main search intent

main conversion goal

intended audience

the page’s role in the full site structure

If the user did not specify page type, infer it from the goal and say which assumption you made.

Input contract

Gather or infer the following:

page topic

page type

brand name

one-line brand description

target users

primary conversion goal

core product/service capabilities

primary keyword or topic cluster

scenarios to cover

differentiators

preferred tone

whether FAQ is needed

whether schema guidance is needed

whether current web research is needed

If some inputs are missing, make the smallest reasonable assumptions and state them briefly. Do not stall unnecessarily.

Research rule

If the request depends on current facts, competitors, product claims, search systems, crawler policies, or anything time-sensitive:

use web research if available

ground important factual claims

cite sources in the answer if the environment supports citations

distinguish verified facts from proposed copy

If web research is not available:

proceed with a best-effort draft

explicitly label unverified assumptions

do not fake current facts

Non-negotiable SEO and GEO rules

Always obey:

one page = one core intent

no keyword stuffing

no hidden text or deceptive SEO

do not use meta keywords as a core tactic

title must be unique, specific, and readable

meta description should improve click appeal, not make false promises

the first 1-2 visible paragraphs must explain what the page is, who it is for, and why it matters

important information must be visible as text, not only inside images

use clear heading hierarchy

include concise answer-like passages that can be extracted or quoted

include FAQ when it adds genuine question coverage

do not hallucinate structured data fields such as ratings, prices, offers, authors, or reviews

structured data must match visible page content

distinguish crawl control from index control

do not treat llms.txt as a core ranking mechanism; it is optional at most

never promise rankings, indexing, traffic, or conversions

Page production workflow

Follow this order:

1. Position the page

Define page type, search intent, conversion goal, audience, and site role.

2. Build the SEO/GEO foundation

Output:

recommended URL slug

2 title options (safe and stronger-click version)

meta description

H1

hero subtitle

1 primary keyword + 5-10 related natural terms

8+ long-tail question queries

3. Design the information architecture

Create a full page structure. The structure should usually include:

hero

explanation section

value/advantage section

feature/content/category section as appropriate

use case or audience section

FAQ

final CTA

For each section, explain its job.

4. Draft the full page

Write complete deployable copy section by section. The page must:

open strong

explain clearly in the middle

guide the user toward action at the end

avoid filler

sound professional and commercially usable

If the page is a category, collection, or marketplace page, reserve dynamic areas such as:

card grids

filters

sorting

featured items

latest items

5. Add FAQ

Write 5-8 FAQs that sound like real user questions. Answers should be concise, useful, and quote-friendly.

6. Add schema guidance

Recommend the most suitable schema type(s). Explain:

what fits

what does not fit

why

Then provide one JSON-LD example that matches visible page content.

7. Add technical implementation guidance

Include:

canonical recommendation

robots/noindex recommendation

sitemap recommendation

breadcrumb recommendation

text visibility recommendation

image alt/file-name recommendation

at least 5 internal-link targets

if relevant, AI-search crawler guidance

if relevant, optional llms.txt note

8. Run quality gates

Before finalizing, self-check:

single intent?

unique title?

clear hero?

useful middle sections?

real FAQs?

clear CTA?

no stuffing?

no fake schema?

no misuse of robots/noindex?

no vague GEO theater?

If any fail, revise before outputting.

Output contract

Always output in this exact order:

1. 页面定位 2. SEO / GEO 基础信息 3. 页面信息架构 4. 完整页面文案模板 5. FAQ 模块 6. 结构化数据建议 7. 技术实现与抓取建议 8. 上线质检清单 9. 可直接交付版（仅保留页面模块标题 + 成稿文案）

Writing style

Write in Chinese unless the user requests another language.

Style must be:

structured

professional

high-signal

commercially usable

not bloated

not cheesy

not repetitive

Do not use clichés like:

重新定义

未来已来

一键颠覆一切

Failure and fallback behavior

If tools are limited:

still produce the page

clearly say what was not verified

do not fabricate competitive claims or current policy details

If the user asks for direct deployment output:

provide the content in a frontend-friendly way

include head tags and JSON-LD when relevant

preserve the same structure and rules

Your job is to make page production stable, reusable, and team-safe.