AI 提示詞: SEO 優化

2026 年的 SEO 不再只是追求藍色連結排名——而是要出現在受眾搜尋的所有地方,包括 ChatGPT、Perplexity 和 Google AI 概覽的 AI 生成回答中。這 8 個提示詞涵蓋完整的 SEO 技術棧:含 AI 回答風險評分的關鍵字研究、包含 INP 修復的技術稽核、主題群集架構、大規模程式化 SEO,以及生成式引擎優化(GEO)。每個提示詞都在 4 個模型上測試過,讓你為每項任務選擇最合適的模型。

最近測試日期 Mar 15, 2026 · 模型: GPT-4.1, Gemini 2.5 Pro, Claude Sonnet 4, Grok 3

關鍵字群集建構器

依搜尋意圖、難度和 AI 回答風險分群關鍵字

I want to rank for topics related to [main topic/niche].

My website: [URL or description]
Current authority level: [new site / some rankings / established]
Target audience: [who searches for this]
Business model: [how you make money from traffic]
Top competitor URLs: [paste 3-5 competitor pages ranking for your target terms]

Build keyword clusters:
1. 5 pillar topic clusters with 8-10 supporting keywords each
2. For each keyword: search intent (informational / commercial / transactional / navigational)
3. AI Overview risk assessment: flag keywords where Google's AI already gives a direct answer — label each as Critical / High / Moderate / Low risk
4. Difficulty tier: quick wins (low competition) vs. long-term authority plays
5. Content format recommendation for each keyword (blog post, comparison guide, landing page, interactive tool, data study)
6. Internal linking map showing how clusters connect to each other
7. 5 'zero competition' long-tail keywords most sites overlook
8. For Critical/High AI-risk keywords: suggest a defensible angle (original data, first-hand experience, proprietary framework) that AI Overviews can't replicate

進階技巧

將競爭對手排名前 5 的網址直接貼到提示詞中,而非只是描述你的利基市場。AI 在能比較已排名內容時,更容易找出你遺漏的關鍵字缺口——還能標記哪些關鍵字已被 AI 概覽搶佔。

已測試 Mar 15, 2026

頁面 SEO 評分器

從 4 個維度為任何頁面評分,並取得修復清單

Score this page and tell me exactly what to fix.

Target keyword: [primary keyword]
Secondary keywords: [2-3 related terms]
My page URL: [URL]
My page content: [paste full text, or first 1000 words for long pages]
Top-ranking competitor: [paste URL or content of #1 result]

Score the page on 4 dimensions (each out of 25, total out of 100):

1. KEYWORD OPTIMIZATION (title tag, meta description, H1, H2s, keyword placement, density, semantic variations)
2. CONTENT QUALITY (depth vs. competitors, unique value-add, E-E-A-T signals, readability)
3. TECHNICAL SEO (heading hierarchy, internal links, schema opportunity, canonical, mobile-readiness)
4. USER EXPERIENCE (above-the-fold value, scannability, CTA clarity, content structure)

For each dimension:
- Current score with reasoning
- Specific fixes ranked by impact (high/medium/low)
- Before → after examples for title tag, meta description, and H1

Classify the overall rewrite level needed:
- Light touch (80-100): minor tweaks
- Moderate (65-79): restructure + add sections
- Major (40-64): significant rewrite keeping best parts
- Complete (<40): start fresh with new angle

進階技巧

將排名第一的頁面前 500 字和你的內容一起貼上。AI 在能直接比較你的內容與 Google 已給予獎勵的內容時,能提供更精準的優化建議——而非只是猜測最佳實務。

已測試 Mar 15, 2026

技術 SEO 稽核

含 Core Web Vitals 和 INP 修復的優先排序檢查清單

Run a technical SEO audit for my site.

Site type: [blog / ecommerce / SaaS / local business / publisher]
CMS/platform: [WordPress / Shopify / Next.js / custom / etc.]
Site size: [number of pages]
PageSpeed scores: [paste LCP, INP, CLS numbers if available]
Known issues: [anything you've already identified]
Monthly organic traffic: [if known]

Audit these 8 categories and flag issues as Critical / High / Medium / Low:

1. CRAWLABILITY — robots.txt, XML sitemap, crawl budget, orphan pages, redirect chains
2. INDEXABILITY — canonical tags, meta robots, duplicate content, thin pages, index bloat
3. CORE WEB VITALS — LCP optimization (hero images, server response), INP fixes (JavaScript execution, event handlers, hydration), CLS prevention (image dimensions, font loading, dynamic content)
4. SECURITY — HTTPS, mixed content, security headers (HSTS, CSP)
5. URL STRUCTURE — descriptive slugs, flat hierarchy, parameter handling
6. MOBILE — responsive design, tap targets, viewport configuration
7. STRUCTURED DATA — current schema audit, missing opportunities (avoid HowTo and FAQ unless gov/health)
8. JAVASCRIPT RENDERING — render-blocking resources, async/defer usage, hydration issues

For each issue found:
- What's wrong (with specific evidence)
- How to fix it (platform-specific instructions)
- Expected impact on rankings
- Implementation difficulty (easy / moderate / hard)

End with a 15-minute monthly maintenance checklist I can follow.

進階技巧

在你流量最高的 3 個頁面上執行 PageSpeed Insights,並將實際分數和診斷結果貼到提示詞中。AI 在看到你真實的 LCP、INP 和 CLS 數據時,能提供平台專屬的修復建議,而非泛泛而談。

已測試 Mar 15, 2026

主題群集架構師

設計支柱頁面 + 支援文章及連結架構

Design a topic cluster to build topical authority for: [main topic]

My site: [URL or description]
Business goal: [what conversion does this cluster drive?]
Current content: [list any existing articles on this topic]
Target audience: [who and what stage of awareness]

Deliver a complete cluster architecture:

1. PILLAR PAGE
   - Target keyword and search intent
   - Recommended format (ultimate guide / hub page / comparison matrix)
   - Suggested word count (3000-5000)
   - H2 outline covering the topic comprehensively
   - Internal linking strategy (how supporting articles feed into this)

2. 10 SUPPORTING ARTICLES — for each one:
   - Target keyword + monthly search volume estimate
   - Search intent (informational / commercial / comparison)
   - Content format (how-to / listicle / case study / data study / comparison)
   - Word count target
   - How it links to the pillar (anchor text suggestion)
   - How it cross-links to other supporting articles
   - AEO defensibility score (can AI Overviews replace this? If yes, what angle makes it defensible?)

3. LINKING MAP — visual text diagram showing how all pieces connect

4. 3-PHASE ROLLOUT PLAN
   - Phase 1 (Foundation): pillar + 3 highest-impact articles
   - Phase 2 (Authority): next 4 articles targeting commercial intent
   - Phase 3 (Coverage): remaining articles filling topical gaps
   - Publishing cadence recommendation

進階技巧

以你的轉換頁面作為支柱頁面的起點,而非最有資訊性的主題。群集的目的是將權威導向能帶來轉換的頁面——每篇支援文章的存在,都是為了讓支柱頁面排名更高,並在不同階段捕獲買家。

已測試 Mar 15, 2026

內容更新優化器

評估現有內容並產生針對性改善計畫

I have an existing page that needs improvement.

Page URL: [URL]
Page content: [paste full text]
Target keyword: [primary keyword]
Current performance: [paste Search Console data if available — position, impressions, clicks, CTR]
Date originally published: [when]
Last updated: [when]

Do a full content refresh analysis:

1. CURRENT SCORE (out of 100) across:
   - Keyword optimization (are terms placed correctly?)
   - Content depth (vs. what's ranking above you now)
   - Freshness (outdated stats, dead links, old references)
   - E-E-A-T signals (author credibility, first-hand experience, citations)
   - Structural SEO (headings, internal links, schema)

2. COMPETITIVE GAP — analyze what the top 3 ranking pages cover that mine doesn't

3. REFRESH PLAN — prioritized list of specific changes:
   - Sections to add (with draft outlines)
   - Sections to cut or merge
   - Stats/examples to update
   - Internal links to add (suggest anchor text)
   - Schema markup to implement
   - Title tag and meta description rewrites (3 options each)

4. AEO HARDENING — make this content resistant to AI-generated answers:
   - Add original data points or first-person experience AI can't fabricate
   - Structure key passages for featured snippet extraction
   - Identify claims that need unique proof or case studies

5. BEFORE vs. AFTER predicted score with reasoning

進階技巧

調出你頁面的 Google Search Console 數據——曝光次數、點擊、平均排名和熱門查詢——然後貼到提示詞中。一個有曝光但點擊少的頁面需要改標題/meta 描述。一個卡在第 2 頁的頁面需要加深內容。AI 會根據數據診斷出完全不同的問題。

已測試 Mar 15, 2026

程式化 SEO 規劃師

從結構化數據規模化產出數千個有用頁面

I want to build programmatic SEO pages at scale.

Business: [what you do]
Data sources available: [databases, APIs, spreadsheets, scraped data]
Target audience: [who needs these pages]
Example query pattern: [e.g. 'best [tool] for [use case]' or '[service] in [city]']
Estimated page count: [hundreds / thousands / tens of thousands]

Design the programmatic SEO system:

1. TAXONOMY DESIGN
   - Primary dimension (e.g., cities, tools, industries)
   - Secondary dimensions for cross-referencing
   - URL pattern template (e.g., /tools/{category}/{tool-name})
   - Title and H1 templates with dynamic variables

2. PAGE TYPE ARCHITECTURE — for each page type:
   - JSON schema defining all required data fields
   - Which fields are unique per page vs. templated
   - Minimum content quality threshold (word count, unique data points)
   - Example of a fully populated page

3. THIN CONTENT SAFEGUARDS
   - Minimum viable data per page (below this → noindex or don't generate)
   - How to inject genuinely unique value into each page
   - Content mix recommendation: resource pages (checklists, ideas) > interactive tools > comparisons
   - Internal linking automation rules

4. INDEX BLOAT PREVENTION
   - Which pages to index vs. noindex
   - Canonical strategy for near-duplicate pages
   - Pagination and faceted navigation handling
   - Sitemap segmentation strategy

5. USEFUL PAGE TEST — for 3 sample pages from my data, show me exactly what each page would contain and honestly assess: is this genuinely useful?

進階技巧

在動手建置之前,先對你的概念進行「有用頁面測試」:如果搜尋引擎不存在,這個頁面是否真的有用?如果答案是否定的,你建的是索引膨脹,不是內容資產。Google 的實用內容系統會快速打壓薄弱的程式化頁面。

已測試 Mar 15, 2026

AI 搜尋優化器(GEO)

讓 ChatGPT、Perplexity 和 Google AI 概覽引用你

I want my brand to appear in AI-generated search answers.

Brand/site: [name and URL]
Core topics: [what you want to be cited for]
Current AI visibility: [do ChatGPT/Perplexity/AI Overviews ever mention you? Which competitors appear instead?]
Content assets: [your best existing content]
Budget level: [time only / small budget / significant investment]

Build a Generative Engine Optimization (GEO) strategy:

1. QUERY INVENTORY
   - 20 high-value queries where your brand should appear in AI answers
   - Current citation audit: who gets mentioned now for each query?
   - Gap analysis: which queries are winnable vs. dominated?

2. REDDIT STRATEGY (highest ROI for AI citations)
   - Subreddits where your audience asks questions
   - 5 ask-and-answer post concepts (branded account, genuine value)
   - 5 existing threads to answer with domain expertise
   - How to build credibility without being flagged as spam

3. YOUTUBE SIGNAL STRATEGY
   - 3 tutorial/demo video concepts AI models reference
   - Niche creator partnership targets (micro-influencers > celebrities for citation)
   - How to structure video titles and descriptions for AI crawlers

4. CONTENT SIGNALS FOR LLM CITATION
   - Structure passages as direct, quotable answers (not buried in paragraphs)
   - Add original data, named frameworks, and specific numbers AI can cite
   - Implement comparison tables LLMs pull from
   - FAQ sections with concise, authoritative answers
   - Author bylines with verifiable credentials

5. AI CRAWLER ACCESS
   - robots.txt rules for GPTBot, ClaudeBot, PerplexityBot
   - llms.txt file implementation
   - Structured data that helps AI understand your content

6. MEASUREMENT PLAN
   - Monthly citation tracking routine (15 minutes)
   - Which tools to use for monitoring AI mentions
   - Success metrics and timeline expectations

進階技巧

現在就測試你的品牌:在 ChatGPT、Perplexity 和 Google AI 概覽中搜尋你的核心主題。截圖記錄哪些競爭對手被提及、而你沒有。將這些截圖或結果貼到提示詞中——AI 在能看到你確切的「隱形位置」時,能制定更精準的策略。

已測試 Mar 15, 2026

本地 SEO 制霸器

Google 商家檔案優化、本地 Schema 和 30 天發文行事曆

Build a complete local SEO domination plan for my business.

Business: [name, type, e.g. 'Ace Plumbing, residential plumber']
Location: [city/region, service area radius]
Google Business Profile status: [claimed / optimized / not yet set up]
Review count: [number and average rating]
Top local competitor: [name if known]
Current website: [URL if exists]

Deliver a 7-part local SEO plan:

1. GOOGLE BUSINESS PROFILE OPTIMIZATION
   - Every field to fill in (with example text for my business type)
   - Category selection (primary + secondary)
   - Service area configuration
   - Products/services to add
   - Photo strategy (types, quantity, naming convention)

2. LOCAL SCHEMA MARKUP — ready-to-use JSON-LD for:
   - LocalBusiness (with correct subtype for my industry)
   - AggregateRating
   - AreaServed
   - OpeningHoursSpecification
   - GeoCoordinates

3. HIGH-INTENT KEYWORD TARGETS
   - 20 'ready to buy NOW' keywords (emergency, near me, pricing, same-day modifiers)
   - Keyword map: which page targets which keyword

4. GBP POST CALENDAR — 12 posts covering:
   - Service spotlights with seasonal hooks
   - Before/after showcases
   - Customer FAQ answers
   - Limited-time offers
   - Review highlights

5. REVIEW GENERATION STRATEGY
   - When and how to ask (without being pushy)
   - SMS/email templates for review requests
   - Response templates for positive and negative reviews

6. LOCAL CITATION SOURCES — 10 directories specific to my industry

7. 30-DAY ACTION PLAN with weekly milestones (max 30 min/day)

進階技巧

將你最差的負評加入提示詞,並要求生成回覆範本。Google 會注意到你專業地回覆評論——而對一星評論的精彩回覆,往往比十則五星評論更能說服新客戶。

已測試 Mar 15, 2026

模型比較

基於實際測試結果 — 非假設推測。 查看測試方法

G

Gemini 2.5 Pro

最擅長技術 SEO 稽核和結構化內容規劃。提供可直接執行的檢查清單,並附有平台專屬的修復建議。在 Google 特定功能(如 AI 概覽、精選摘要和實體覆蓋)方面表現強勁,因為它直接接入 Google 生態系統。創意內容角度方面較弱。

技術 SEO 最佳選擇
G

GPT-4.1

最擅長關鍵字分群和競爭分析。能生成全面的主題群集,並附有合理的難度評估。在程式化 SEO 架構和規模化策略方面表現出色。可能會建議激進的策略——如果你在意的話,請指定只用白帽方法。

關鍵字研究最佳選擇
C

Claude Sonnet 4

最擅長內容評分、更新策略和 GEO 優化。對每項建議都清楚解釋背後的邏輯,有助於你設定優先順序。提供最細緻的 AEO 防禦性分析。偶爾會過於保守——需要時可以推動它提出更大膽的策略。

內容評分最佳選擇
G

Grok 3

最擅長發現新興 SEO 趨勢和篩選過時建議。提供直接、不帶術語的技術建議。在 Reddit 和社群訊號的 GEO 策略方面表現出色。在建構長期群集架構方面不夠系統化——建議搭配其他模型進行全面規劃。

新興趨勢最佳選擇

在 NailedIt 中試試

將上方的提示詞貼到 NailedIt,並排比較各模型的回應。

進階技巧

1

在鎖定任何關鍵字之前,先檢查 AI 概覽。搜尋你的目標關鍵字,看看 Google 的 AI 概覽是否已經完整回答了。如果是,你需要一個防禦性角度——原創數據、第一手經驗或專有框架。在 2026 年,用純資訊內容對抗 AI 摘要是一場必輸的戰役。

2

先更新再發布。更新一篇已有反向連結和一定權威度的現有頁面,幾乎每次都勝過從零開始發布新頁面。用 AI 為你的現有頁面評分,找出哪些頁面最接近上榜——然後優先改善它們。

3

AI 無法取代真實的搜尋數據。用 AI 做策略、內容優化和競爭分析——但務必用 Google Search Console、Ahrefs 或 Semrush 等實際工具驗證關鍵字搜尋量和難度。AI 對搜尋量的估算很不準確,而且會捏造數據。讓 AI 思考,讓數據決策。