Aeo Optimization

1---
2name: aeo-optimization
3description: AI Engine Optimization - semantic triples, page templates, content clusters for AI citations
4---
5 
6# AI Engine Optimization (AEO) Skill
7 
8*Load with: base.md + web-content.md + site-architecture.md*
9 
10**Purpose:** Optimize content for AI engines (ChatGPT, Claude, Perplexity, Google AI Overviews) so your brand gets cited in AI-generated answers.
11 
12**Source:** Based on [HubSpot's AEO Guide](https://www.hubspot.com/aeo) and industry best practices.
13 
14---
15 
16## Why AEO Matters Now
17 
18```
19┌────────────────────────────────────────────────────────────────┐
20│  THE GREAT DECOUPLING                                          │
21│  ────────────────────────────────────────────────────────────  │
22│  Impressions ≠ Clicks anymore.                                 │
23│  AI engines compile answers from multiple sources.             │
24│  More buyer journey happens inside chat experiences.           │
25│  58% of Google searches = zero clicks (AI overviews).          │
26├────────────────────────────────────────────────────────────────┤
27│  THE OPPORTUNITY                                               │
28│  ────────────────────────────────────────────────────────────  │
29│  Shape what AI engines say about your category and product.    │
30│  Get cited as the authoritative source.                        │
31│  Best answer > Best page ranking.                              │
32└────────────────────────────────────────────────────────────────┘
33```
34 
35**Key Stats:**
36- 70% of consumers use ChatGPT for searches
37- 47% of Google queries show AI overviews
38- Average ChatGPT prompt: 23 words (vs 4.2 for Google)
39- AEO market: $886M (2024) → $7.3B (2031)
40 
41---
42 
43## How AI Engines Choose Answers
44 
45AI engines use three main signals to select content for answers:
46 
47### 1. Consensus
48 
49Facts that appear across multiple credible sources get trusted and reused.
50 
51**How to build consensus:**
52- Repeat key facts consistently across your own pages
53- Use same terminology as industry leaders
54- Link to and from authoritative external sources
55- Create internal content clusters that reinforce each other
56 
57### 2. Information Gain
58 
59Net-new insight beats generic advice. AI engines prefer content that adds value.
60 
61**How to add information gain:**
62- Original research and data
63- Concrete examples with specifics
64- Clear point of view (not fence-sitting)
65- Expert quotes with credentials
66- Case studies with metrics
67 
68### 3. Entities & Structure
69 
70Clear entities and tidy structure reduce ambiguity and boost quotability.
71 
72**How to optimize structure:**
73- Use semantic triples (Subject → Verb → Object)
74- Clear headings with entity names
75- Schema markup (Article, FAQ, Product)
76- Short, scannable paragraphs (2-4 sentences)
77 
78---
79 
80## Semantic Triples (Critical for AEO)
81 
82**What they are:** Compact facts that AI engines (and humans) can't misread.
83 
84**Pattern:** `[Subject]` `[verb]` `[object]`.
85 
86### Examples
87 
88```
89✅ GOOD (clear triples):
90- HubSpot CRM syncs contact and company data.
91- Lead Scoring assigns priority based on engagement.
92- Workflows trigger email sequences from events.
93 
94❌ BAD (vague, no clear entity):
95- The system helps with various tasks.
96- It can do many things for users.
97- This improves overall performance.
98```
99 
100### Triple Checklist
101 
102For every key claim, ask:
103- [ ] Is the subject a clear entity (product, feature, brand)?
104- [ ] Is the verb specific and active?
105- [ ] Is the object concrete and measurable?
106 
107---
108 
109## Paragraph Pattern (Feature → How → Outcome)
110 
111Every substantive paragraph should follow this structure:
112 
113```
114[Feature] helps [User/Role] with [Job].
115It [mechanism/inputs] to [process].
116Teams see [metric/result] in [timeframe/context].
117 
118Triples:
119- [Subject] [verb] [object].
120- [Subject] [verb] [object].
121```
122 
123### Example
124 
125```markdown
126Lead Scoring helps sales teams prioritize prospects. It combines
127page views, email engagement, and firmographic data to assign a
128numeric score, then auto-enrolls high scorers into follow-up
129sequences. Reps focus on qualified accounts and book 40% more
130meetings.
131 
132- Lead Scoring assigns scores from engagement data.
133- High scorers trigger automated follow-up sequences.
134```
135 
136---
137 
138## Page Templates
139 
140### Template 1: Category Explainer
141 
142**Goal:** Define the category, tie it to your product, earn citations.
143 
144```markdown
145# What is [Category]? — [1-2 line value promise]
146 
147## What is [Category]? (~80 words)
148[Plain definition in everyday language. Name adjacent entities.]
149 
150Triples:
1511. [Subject] [verb] [object].
1522. [Subject] [verb] [object].
153 
154## Why it matters now (~60 words)
155[One paragraph. Mention shift to answers over links; tie to buyer outcomes.]
156 
157## How to apply it (3-5 bullets)
158- [Action 1]
159- [Action 2]
160- [Action 3]
161 
162## FAQ
163**Q: [Question]?**
164A: [~1 sentence answer]
165 
166**Q: [Question]?**
167A: [~1 sentence answer]
168 
169**Q: [Question]?**
170A: [~1 sentence answer]
171 
172---
173**Links:** [Category hub] | [Product/Feature] | [Credible source 1] | [Credible source 2]
174**CTA:** [Demo / Template / Signup]
175**Schema:** Article + FAQ. Author + last updated.
176```
177 
178---
179 
180### Template 2: Product & Feature Page
181 
182**Goal:** Clarify capability, fit, and next step; reinforce category linkage.
183 
184```markdown
185# [Product/Feature] — [Outcome in 3-5 words]
186 
187**[Product/Feature] enables [Outcome] for [User/Role].**
188 
189## [Feature Area 1]
190[2-4 sentences using Feature → How → Outcome]
191 
192Triples:
1931. [Subject] [verb] [object].
1942. [Subject] [verb] [object].
195 
196## [Feature Area 2]
197[2-4 sentences using Feature → How → Outcome]
198 
199Triples:
2001. [Subject] [verb] [object].
2012. [Subject] [verb] [object].
202 
203## [Feature Area 3]
204[2-4 sentences using Feature → How → Outcome]
205 
206Triples:
2071. [Subject] [verb] [object].
2082. [Subject] [verb] [object].
209 
210## FAQ
211**Q: [Question]?**
212A: [~1 sentence]
213 
214**Q: [Question]?**
215A: [~1 sentence]
216 
217**Q: [Question]?**
218A: [~1 sentence]
219 
220---
221**Links:** Back to [Category Explainer] | Forward to [Demo/Trial]
222**Proof:** [Benchmark/Analyst/Customer proof]
223**Notes:** Requirements/limits (pricing tier, integrations)
224**Schema:** Article + FAQ. Author + last updated.
225```
226 
227---
228 
229### Template 3: Comparison / Alternatives Page
230 
231**Goal:** Help readers decide with clear criteria; earn fair citations.
232 
233```markdown
234# [Product] vs. [Alternative] — Which fits [Use case]?
235 
236## Comparison Table
237 
238| Criterion | [Product] | [Alt A] | [Alt B] | Source |
239|-----------|-----------|---------|---------|--------|
240| [Feature/Limit] | [value] | [value] | [value] | [link] |
241| [Requirement] | [value] | [value] | [value] | [link] |
242| [Best for] | [value] | [value] | [value] | [link] |
243 
244*Source-back all claims in the table or footnotes.*
245 
246## Fit Statements
247 
2481. **[Product]** suits [Team/Use case] when [Condition].
2492. **[Alt A]** fits [Team/Use case] when [Condition].
2503. **[Alt B]** works for [Team/Use case] when [Condition].
251 
252---
253**Links:** [Category Explainer] | [Feature pages]
254**CTA:** [Try / Demo / Talk to Sales]
255**Schema:** Article. Author + last updated.
256```
257 
258---
259 
260### Template 4: Use Case / Industry Page
261 
262**Goal:** Connect product to outcomes in a context readers recognize.
263 
264```markdown
265# [Industry/Use Case] — [Outcome KPI]
266 
267**Teams reduce [Metric] by [Y%] in [Timeframe].**
268 
269## Mini Case Study
270[Company/Role] used [Product/Feature] to [Action], resulting in
271[Metric improvement] within [Timeframe].
272 
273## How It Works
274 
275### [Feature 1]
276[Feature → How → Outcome paragraph]
277 
278Triples:
2791. [Subject] [verb] [object].
2802. [Subject] [verb] [object].
281 
282### [Feature 2]
283[Feature → How → Outcome paragraph]
284 
285Triples:
2861. [Subject] [verb] [object].
2872. [Subject] [verb] [object].
288 
289## Who Uses This
290**Roles:** [Role 1], [Role 2], [Role 3]
291**Workflows:** [Workflow 1], [Workflow 2]
292**Integrations:** [Integration 1], [Integration 2]
293 
294---
295**Links:** [Product/Feature pages] | [Supporting blog]
296**CTA:** [Industry template / Demo variant]
297**Schema:** Article. Author + last updated.
298```
299 
300---
301 
302### Template 5: Supporting Blog Post
303 
304**Goal:** Add information gain and support your content cluster.
305 
306```markdown
307# [Topic] — [Specific promise]
308 
309## Opening (~60-80 words)
310[State the problem. Align terminology with Category Explainer. Preview outcome.]
311 
312## [Section 1 Heading] (~120 words max)
313[Feature → How → Outcome]
314 
315Triples:
3161. [Subject] [verb] [object].
3172. [Subject] [verb] [object].
318 
319**Internal link:** [Related page]
320**External citation:** [Credible source]
321 
322## [Section 2 Heading] (~120 words max)
323[Feature → How → Outcome]
324 
325Triples:
3261. [Subject] [verb] [object].
3272. [Subject] [verb] [object].
328 
329**Internal link:** [Related page]
330**External citation:** [Credible source]
331 
332## Key Takeaway
333[1-2 lines summarizing the main point]
334 
335**CTA:** [Single primary action]
336 
337---
338**Schema:** Article. Author + last updated.
339```
340 
341---
342 
343## Site-Wide Trust Signals
344 
345### Required on Every Page
346 
347| Element | Implementation |
348|---------|----------------|
349| **Schema markup** | Article + FAQ (if FAQ exists) |
350| **Author attribution** | Name, bio, credentials, photo |
351| **Last updated date** | Visible, machine-readable |
352| **Internal links** | 3-5 per page (upstream/downstream) |
353| **External citations** | 1-2 credible sources per section |
354| **Single CTA** | Demo, template, or signup (repeated once near end) |
355 
356### Schema Implementation
357 
358```html
359<!-- Article Schema -->
360<script type="application/ld+json">
361{
362  "@context": "https://schema.org",
363  "@type": "Article",
364  "headline": "[Page Title]",
365  "author": {
366    "@type": "Person",
367    "name": "[Author Name]",
368    "url": "[Author Bio URL]"
369  },
370  "datePublished": "[ISO Date]",
371  "dateModified": "[ISO Date]",
372  "publisher": {
373    "@type": "Organization",
374    "name": "[Company]",
375    "logo": "[Logo URL]"
376  }
377}
378</script>
379 
380<!-- FAQ Schema (if FAQ section exists) -->
381<script type="application/ld+json">
382{
383  "@context": "https://schema.org",
384  "@type": "FAQPage",
385  "mainEntity": [
386    {
387      "@type": "Question",
388      "name": "[Question 1]",
389      "acceptedAnswer": {
390        "@type": "Answer",
391        "text": "[Answer 1]"
392      }
393    },
394    {
395      "@type": "Question",
396      "name": "[Question 2]",
397      "acceptedAnswer": {
398        "@type": "Answer",
399        "text": "[Answer 2]"
400      }
401    }
402  ]
403}
404</script>
405```
406 
407---
408 
409## Content Cluster Architecture
410 
411```
412                    ┌─────────────────────┐
413                    │  Category Explainer │
414                    │   "What is AEO?"    │
415                    └──────────┬──────────┘
416                               │
417        ┌──────────────────────┼──────────────────────┐
418        │                      │                      │
419        ▼                      ▼                      ▼
420┌───────────────┐    ┌───────────────┐    ┌───────────────┐
421│ Product Page  │    │ Product Page  │    │ Product Page  │
422│  "Feature A"  │    │  "Feature B"  │    │  "Feature C"  │
423└───────┬───────┘    └───────┬───────┘    └───────┬───────┘
424        │                    │                    │
425        ▼                    ▼                    ▼
426┌───────────────┐    ┌───────────────┐    ┌───────────────┐
427│  Blog Post    │    │  Use Case     │    │  Comparison   │
428│  (supports)   │    │  (industry)   │    │  (vs. alt)    │
429└───────────────┘    └───────────────┘    └───────────────┘
430```
431 
432**Linking Rules:**
433- Category Explainer links DOWN to all product pages
434- Product pages link UP to Category Explainer
435- Product pages link ACROSS to related features
436- Blog posts link UP to Product pages
437- Comparison pages link to Category Explainer + relevant Product pages
438 
439---
440 
441## AEO Writing Checklist
442 
443### Per-Paragraph Checklist
444 
445- [ ] Follows Feature → How → Outcome pattern
446- [ ] Contains 2-4 sentences (scannable)
447- [ ] Includes 1-2 semantic triples
448- [ ] Names specific entities (not vague "it" or "this")
449- [ ] Uses active voice verbs
450 
451### Per-Section Checklist
452 
453- [ ] Has 1 internal link (upstream or downstream)
454- [ ] Has 1 external citation (credible source)
455- [ ] Section heading names an entity
456- [ ] ~120 words max
457 
458### Per-Page Checklist
459 
460- [ ] H1 contains primary entity + value promise
461- [ ] Opening claim is a semantic triple
462- [ ] 3-5 internal links total
463- [ ] 1-2 external citations total
464- [ ] Mini-FAQ with 3 questions (if applicable)
465- [ ] Single primary CTA
466- [ ] Schema markup (Article + FAQ)
467- [ ] Author name + bio link
468- [ ] Last updated date visible
469 
470### Site-Wide Checklist
471 
472- [ ] Category Explainer exists for each key category
473- [ ] Product pages link back to Category Explainer
474- [ ] Content cluster architecture documented
475- [ ] Author bio pages exist with credentials
476- [ ] Consistent terminology across all pages
477 
478---
479 
480## Measuring AEO Success
481 
482### Key Metrics
483 
484| Metric | How to Track |
485|--------|--------------|
486| **AI citations** | Manual checks in ChatGPT, Claude, Perplexity |
487| **Brand mentions in AI** | Search "[brand] + [category]" in AI engines |
488| **Share of answer** | How often you're cited vs competitors |
489| **LLM traffic** | GA4 referral from chatgpt.com, claude.ai, perplexity.ai |
490| **Impressions-to-clicks gap** | GSC impressions vs actual clicks |
491 
492### Tools
493 
494- **HubSpot AEO Grader** - Grade your brand's AI visibility
495- **Google Analytics 4** - Track LLM referral traffic
496- **Google Search Console** - Monitor impressions vs clicks gap
497- **Manual AI queries** - Regularly test your brand in AI engines
498 
499---
500 
501## Common AEO Mistakes
502 
503| Mistake | Fix |
504|---------|-----|
505| Vague language ("it helps with things") | Use specific entities and triples |
506| No clear structure | Use Feature → How → Outcome |
507| Missing schema | Add Article + FAQ schema |
508| No author attribution | Add author name, bio, credentials |
509| Generic content | Add original data, examples, POV |
510| Orphan pages | Link into content cluster |
511| Fence-sitting ("it depends") | Take a clear position |
512| No external citations | Add 1-2 credible sources per section |
513 
514---
515 
516## AEO vs Traditional SEO
517 
518| Aspect | Traditional SEO | AEO |
519|--------|-----------------|-----|
520| **Goal** | Rank on page 1 | Get cited in AI answers |
521| **Success metric** | Click-through rate | Share of answer |
522| **Content focus** | Keywords | Entities + facts |
523| **Structure** | Headers for scanning | Triples for extraction |
524| **Links** | Backlinks for authority | Citations for consensus |
525| **Updates** | Periodic refresh | Continuous accuracy |
526 
527---
528 
529## Quick Reference
530 
531### Semantic Triple Pattern
532```
533[Entity/Product] [active verb] [concrete object/result].
534```
535 
536### Paragraph Pattern
537```
538[Feature] helps [User] with [Job].
539It [mechanism] to [process].
540Teams see [result] in [timeframe].
541```
542 
543### Page Minimums
544- 3-5 internal links
545- 1-2 external citations per section
546- 3 FAQ questions with schema
547- Author + last updated
548- Single CTA
549 
550### Content Hierarchy
5511. Category Explainer (top)
5522. Product/Feature pages (middle)
5533. Use case / Comparison / Blog (supporting)
554