09 customer insight global skill

Use when the user needs to understand customers deeply enough to write copy and pick targeting — consumer versus shopper, JTBD, layered persona, internal monologue, pain map, objection list, journey map, and a customer language bank pulled from real reviews and DMs.

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Customer Insight (Global)

Information Gathering

Ask up to 4 questions before starting:

  1. What is your product / service? (Industry, price tier, market geography)
  2. Who are your current customers? (Gender, age range, typical price point, channels they discover you)
  3. Do you have customer data? (CRM data, comments/inbox, reviews, surveys — share if available)
  4. What's the goal of this insight work? (Content writing? Ad targeting? Repositioning? New product launch? Service improvement?)

Consumer vs Shopper Distinction

The buyer is not always the user, and the user is not always the decision-maker:

Consumer (User) Shopper (Buyer)
Definition Person who actually uses the product/service Person who pays for it
Cares about Experience, results, feelings Price, convenience, value-for-money
Decides based on "Will this work for me?" "Is this worth the cost?"
Example (Skincare) The person whose skin gets treated Their partner / parent paying
Example (Course) Student Parent paying tuition
Example (Kids' toys) The child The parents
Example (B2B SaaS) End-user employee Manager / Procurement
Identification Questions
  • Are Consumer and Shopper the same person?
  • If different: who influences the purchase decision? Who shapes the experience?
  • Which audience should content target? (Often both — but with different angles)

4-Stage Insight Framework

Each funnel stage produces a different kind of insight:

Stage 1 — Awareness (They don't know they need it yet)
Element Detail
State Problem unrecognized, or aware but no solution sought
Internal question "Isn't everyone like this?" / "Should I do something about it?"
Barrier Problem feels normal, no trigger to act
Content needed Pain triggers, education, problem framing
Effective channels TikTok (reach), Instagram Reels, YouTube Shorts, blog SEO
Example insight "They notice their skin is worse but blame the weather — never think 'skincare routine'."
Stage 2 — Consideration (They are comparing)
Element Detail
State Problem accepted, evaluating options
Internal question "Which is better?" / "Is this worth it?" / "Who has tried it?"
Barrier Too many options, fear of wrong choice, missing info
Content needed Comparisons, reviews, case studies, process explainers, FAQs
Effective channels Google Search, YouTube reviews, communities (Reddit, Discord, niche forums), email
Example insight "They read 5 reviews but still hesitate — because they fear being upsold by a sales rep."
Stage 3 — Conversion (What pushes them to buy)
Element Detail
State Decision made, needs final nudge
Internal question "Buy now or wait?" / "Any deals?" / "Where do I order?"
Barrier Cost concerns, regret risk, complex checkout
Content needed Offers, urgency, strong social proof, clear CTA, friction removal
Effective channels Messenger/WhatsApp 1:1, landing pages, retargeting ads
Example insight "They are ready to buy but need spousal sign-off — send them shareable info to forward."
Stage 4 — Retention (Why they come back, or don't)
Element Detail
State Has bought/used — deciding whether to return
Internal question "Is it worth continuing?" / "Is something better out there?" / "Anything new?"
Barrier Forgetting, no reason to return, mediocre last experience
Content needed Follow-ups, exclusive value, loyalty program
Effective channels Email nurture, SMS, in-app, VIP community
Example insight "They liked the service but don't return because nobody reminds them — they need a reason, not just a discount."

Jobs To Be Done (JTBD)

Customers don't buy products — they "hire" them to get a "job" done.

3 Layers of JTBD
Layer Definition Question Example (Skincare) Example (Marketing course)
Functional Practical task to complete "What do they need to do?" Clear acne, cleanse skin Learn how to run paid ads
Emotional Desired feeling "How do they want to feel?" Confident, well-cared-for Calm, not afraid of mistakes
Social Image they want to project "How do they want to be seen?" Beautiful, professional Skilled, modern, successful
JTBD Template
When [situation / context],
I want to [action / solution],
so I can [desired outcome],
and feel [emotional reward].

Examples:

  • "When my skin breaks out before a big meeting, I want to find a fast professional treatment, so I can feel confident presenting, and feel professional."
  • "When I don't know how to run profitable ads, I want to learn from someone who has done it, so I can manage campaigns myself, and feel independent from agencies."
  • "When my Shopify store has traffic but no sales, I want to understand why visitors don't convert, so I can fix the leak, and feel in control of my business."

Persona Builder

Customer Persona Template

Persona: [Representative Name]

Demographics
Element Value
Gender
Age range
Location
Occupation
Income / month
Family status
Education
Psychographics
Element Value
Core values [What do they value most?]
Fears [What scares them when buying?]
Aspirations [What do they want to achieve?]
Beliefs [What do they trust? What do they doubt?]
Lifestyle [Describe in one sentence]
Behaviors
Element Value
Primary info channel [TikTok? Google? Friends? YouTube?]
Online time [Morning / Lunch / Evening? How long?]
Shopping habits [Online/Offline? Compare before buying?]
Trusted sources [Reviews? Influencers? Friends? Experts?]
Purchase barriers [Price? Time? Risk? Lack of info?]
Post-purchase behavior [Reviews? Refers others? Silent? Complains?]
Media Consumption
Channel Usage level Preferred content
TikTok High / Med / Low / None
Instagram
YouTube
Facebook
LinkedIn
Reddit
Twitter / X
Google Search
Email newsletters
Podcasts

Customer Journey Map

Journey Template
Stage Touchpoint Behavior Thoughts Feelings Barriers Opportunities
Awareness [Sees ad? Reads article? Friend mention?]
Research [Google search? Watches review? Visits site?]
Consideration [Compares competitors? Asks community?]
Decision [Messages? Calls? Books?]
Purchase / Use [Visits store? Pays online? First experience?]
Post-purchase [Satisfied? Reviews? Returns? Refers?]
Moments of Truth
Moment Description Your action
Zero Moment (ZMOT) Customer searches/asks before contacting you SEO, third-party reviews, educational content
First Moment (FMOT) First impression of product/service Imagery, packaging, website UI, channel profile
Second Moment (SMOT) Real experience while using Service quality, processes, staff attitude
Ultimate Moment (UMOT) Customer shares their experience Encourage reviews, referrals, UGC

Insight Validation

Not every observation is an insight. A real insight must pass 3 tests:

The 3-Criteria Test
Criterion Validation question Pass / Fail
TRUE Is this grounded in real data/observation, not assumption?
TENSION Is there a contradiction, dilemma, or unresolved need?
ACTIONABLE Can you build content, product, or strategy from it?
Validation Examples
Observation TRUE? TENSION? ACTIONABLE? Insight?
"Women 25–35 like skincare" Yes, but generic No tension Not specific NO — too general
"They know their skin worsens but blame weather, not their routine" Yes — seen in comments Yes — gap between awareness and action Yes — educational content can shift mindset YES — strong insight
"They want to try the spa but fear high-pressure upsells" Yes — reviews and DMs Yes — desire vs loss-of-control fear Yes — no-upsell pledge, transparent pricing YES — strong insight

Internal Monologue (What they think but don't say)

Customers rarely say what they actually think. This section captures the inner voice:

Internal Monologue Template
Stage What they say What they actually think What it means for you
Awareness "It's fine, normal" "Why does everyone else look better? Is something wrong with me?" Soft pain triggers, no pressure
Consideration "Let me look around" "Too many options. Hard to tell legit from scam — afraid to choose wrong" Honest comparisons, not bragging
Conversion "Let me think about it" "I want it but I'm scared — afraid of wasting money or not seeing results" Risk reduction: trial, guarantee, real reviews
Post-purchase "It's okay" "Should I keep going? Nobody has even checked in on me" Follow-up, after-care, retention offers
Sources for Capturing Internal Monologue
Source How to extract
Comments on competitor posts Read questions, complaints, praise — especially long comments
Your DMs / inbox Most-repeated question = biggest worry
Reviews (Google, Trustpilot, Amazon, app stores) 3-star reviews are most valuable — mixed praise + criticism
Industry communities (Reddit, niche forums, Discord) Opinion threads, vent threads, comparison threads
Past-customer surveys Open question: "What made you hesitate before buying?"
Sales call recordings Listen for objections, hesitations, repeated phrases

Behavioral Segmentation

Move beyond demographics — segment by actual behavior:

6 Segmentation Dimensions
Dimension Categories Example segments
Purchase frequency One-time / Repeat / Frequent Trial buyers vs Regulars vs VIPs
Order value Low / Mid / High Budget vs Premium spenders
Acquisition channel Organic / Paid / Referral TikTok-found vs Word-of-mouth
Engagement behavior View / Like / Comment / Buy Lurkers vs Loyal fans
Lifecycle stage New / Active / Lapsed / Returning New vs Churned vs Win-back
Loyalty level Price-driven / Loyal / Advocate Discount-seekers vs Brand-loyal
Behavioral Segment Action Table
Segment Traits Best content Channels Offers
New (no purchase yet) Just discovered, researching TOFU: education, social proof TikTok, Instagram, Google Trial, sample
First-time buyer Tried once, no return yet MOFU: added value, case studies Email, SMS Second-purchase offer
Repeat buyer (2+) Satisfied, building habit Retention: exclusives, VIP perks Email, community Loyalty tier
VIP (5+ purchases) Loyal, ready to refer Referral: bring-a-friend programs 1:1, events, VIP group Referral bonus
Churned Bought before, now silent Win-back: reason for absence + special offer Email, SMS Comeback offer

Cross-reference

  • Need competitor targeting analysis? → Use 08-competitor-research-global
  • Writing content from insight? → Use 05-ad-copy-global or 04-video-script-global
  • Mapping full customer journey? → Use 02-campaign-brief-global
  • Calculating budget by segment? → Use 10-reverse-kpi-calc-global
  • Building overall strategy? → Use 00-marketing-plan-global

Quality Checklist

Before delivering the insight report, verify:

  • Consumer vs Shopper separated — if different, each has its own strategy
  • Insights cover all 4 stages (Awareness, Consideration, Conversion, Retention)
  • JTBD covers all 3 layers: Functional, Emotional, Social
  • Persona has all 4 sections: Demographics, Psychographics, Behaviors, Media Consumption
  • Customer Journey has touchpoints, emotions, and concrete barriers — not generic
  • Every insight passed the 3-criteria test: TRUE, TENSION, ACTIONABLE
  • Internal Monologue is grounded in real sources (comments, DMs, reviews) — not imagined
  • Behavioral segmentation moves beyond demographics — each segment has a specific action
  • No assumptions without backing — every conclusion sourced or evidenced
  • Output drives concrete actions (content, ads, product), not just description
1---
2name: 09-customer-insight-global
3description: "Use when the user needs to understand customers deeply enough to write copy and pick targeting — consumer versus shopper, JTBD, layered persona, internal monologue, pain map, objection list, journey map, and a customer language bank pulled from real reviews and DMs. Trigger on 'customer insight', 'buyer persona', 'who is my customer', 'what do they actually want', 'jobs to be done', 'why do they hesitate before buying'. Also use when the user cannot explain who the product is for. Not for — intake questions when an agency signs a new client, see `20-client-intake-brief-global`; paid audience targeting setup, see `51-audience-research-global`; competitor study, see `08-competitor-research-global`."
4metadata:
5 version: 2.5.1
6 category: strategy
7 language: en
8triggers:
9 - "customer insight"
10 - "buyer persona"
11 - "customer profile"
12 - "audience research"
13 - "persona"
14 - "customer journey"
15 - "JTBD"
16 - "jobs to be done"
17output: A .md file with detailed personas, insights across 4 funnel stages, JTBD framework, customer journey map, and behavioral segmentation
18related:
19 - 08-competitor-research-global
20 - 00-marketing-plan-global
21 - 05-ad-copy-global
22 - 02-campaign-brief-global
23 - 04-video-script-global
24---
25 
26# Customer Insight (Global)
27 
28## Information Gathering
29 
30Ask up to 4 questions before starting:
31 
321. **What is your product / service?** (Industry, price tier, market geography)
332. **Who are your current customers?** (Gender, age range, typical price point, channels they discover you)
343. **Do you have customer data?** (CRM data, comments/inbox, reviews, surveys — share if available)
354. **What's the goal of this insight work?** (Content writing? Ad targeting? Repositioning? New product launch? Service improvement?)
36 
37---
38 
39## Consumer vs Shopper Distinction
40 
41The buyer is not always the user, and the user is not always the decision-maker:
42 
43| | **Consumer (User)** | **Shopper (Buyer)** |
44|---|---|---|
45| Definition | Person who actually uses the product/service | Person who pays for it |
46| Cares about | Experience, results, feelings | Price, convenience, value-for-money |
47| Decides based on | "Will this work for me?" | "Is this worth the cost?" |
48| Example (Skincare) | The person whose skin gets treated | Their partner / parent paying |
49| Example (Course) | Student | Parent paying tuition |
50| Example (Kids' toys) | The child | The parents |
51| Example (B2B SaaS) | End-user employee | Manager / Procurement |
52 
53### Identification Questions
54 
55- Are Consumer and Shopper the same person?
56- If different: who influences the purchase decision? Who shapes the experience?
57- Which audience should content target? (Often both — but with different angles)
58 
59---
60 
61## 4-Stage Insight Framework
62 
63Each funnel stage produces a different kind of insight:
64 
65### Stage 1 — Awareness (They don't know they need it yet)
66 
67| Element | Detail |
68|---------|--------|
69| State | Problem unrecognized, or aware but no solution sought |
70| Internal question | "Isn't everyone like this?" / "Should I do something about it?" |
71| Barrier | Problem feels normal, no trigger to act |
72| Content needed | Pain triggers, education, problem framing |
73| Effective channels | TikTok (reach), Instagram Reels, YouTube Shorts, blog SEO |
74| Example insight | "They notice their skin is worse but blame the weather — never think 'skincare routine'." |
75 
76### Stage 2 — Consideration (They are comparing)
77 
78| Element | Detail |
79|---------|--------|
80| State | Problem accepted, evaluating options |
81| Internal question | "Which is better?" / "Is this worth it?" / "Who has tried it?" |
82| Barrier | Too many options, fear of wrong choice, missing info |
83| Content needed | Comparisons, reviews, case studies, process explainers, FAQs |
84| Effective channels | Google Search, YouTube reviews, communities (Reddit, Discord, niche forums), email |
85| Example insight | "They read 5 reviews but still hesitate — because they fear being upsold by a sales rep." |
86 
87### Stage 3 — Conversion (What pushes them to buy)
88 
89| Element | Detail |
90|---------|--------|
91| State | Decision made, needs final nudge |
92| Internal question | "Buy now or wait?" / "Any deals?" / "Where do I order?" |
93| Barrier | Cost concerns, regret risk, complex checkout |
94| Content needed | Offers, urgency, strong social proof, clear CTA, friction removal |
95| Effective channels | Messenger/WhatsApp 1:1, landing pages, retargeting ads |
96| Example insight | "They are ready to buy but need spousal sign-off — send them shareable info to forward." |
97 
98### Stage 4 — Retention (Why they come back, or don't)
99 
100| Element | Detail |
101|---------|--------|
102| State | Has bought/used — deciding whether to return |
103| Internal question | "Is it worth continuing?" / "Is something better out there?" / "Anything new?" |
104| Barrier | Forgetting, no reason to return, mediocre last experience |
105| Content needed | Follow-ups, exclusive value, loyalty program |
106| Effective channels | Email nurture, SMS, in-app, VIP community |
107| Example insight | "They liked the service but don't return because nobody reminds them — they need a reason, not just a discount." |
108 
109---
110 
111## Jobs To Be Done (JTBD)
112 
113Customers don't buy products — they "hire" them to get a "job" done.
114 
115### 3 Layers of JTBD
116 
117| Layer | Definition | Question | Example (Skincare) | Example (Marketing course) |
118|-------|-----------|----------|--------------------|---------------------------|
119| **Functional** | Practical task to complete | "What do they need to do?" | Clear acne, cleanse skin | Learn how to run paid ads |
120| **Emotional** | Desired feeling | "How do they want to feel?" | Confident, well-cared-for | Calm, not afraid of mistakes |
121| **Social** | Image they want to project | "How do they want to be seen?" | Beautiful, professional | Skilled, modern, successful |
122 
123### JTBD Template
124 
125```
126When [situation / context],
127I want to [action / solution],
128so I can [desired outcome],
129and feel [emotional reward].
130```
131 
132**Examples:**
133- "When **my skin breaks out before a big meeting**, I want to **find a fast professional treatment**, so I can **feel confident presenting**, and feel **professional**."
134- "When **I don't know how to run profitable ads**, I want to **learn from someone who has done it**, so I can **manage campaigns myself**, and feel **independent from agencies**."
135- "When **my Shopify store has traffic but no sales**, I want to **understand why visitors don't convert**, so I can **fix the leak**, and feel **in control of my business**."
136 
137---
138 
139## Persona Builder
140 
141### Customer Persona Template
142 
143**Persona: [Representative Name]**
144 
145#### Demographics
146 
147| Element | Value |
148|---------|-------|
149| Gender | |
150| Age range | |
151| Location | |
152| Occupation | |
153| Income / month | |
154| Family status | |
155| Education | |
156 
157#### Psychographics
158 
159| Element | Value |
160|---------|-------|
161| Core values | [What do they value most?] |
162| Fears | [What scares them when buying?] |
163| Aspirations | [What do they want to achieve?] |
164| Beliefs | [What do they trust? What do they doubt?] |
165| Lifestyle | [Describe in one sentence] |
166 
167#### Behaviors
168 
169| Element | Value |
170|---------|-------|
171| Primary info channel | [TikTok? Google? Friends? YouTube?] |
172| Online time | [Morning / Lunch / Evening? How long?] |
173| Shopping habits | [Online/Offline? Compare before buying?] |
174| Trusted sources | [Reviews? Influencers? Friends? Experts?] |
175| Purchase barriers | [Price? Time? Risk? Lack of info?] |
176| Post-purchase behavior | [Reviews? Refers others? Silent? Complains?] |
177 
178#### Media Consumption
179 
180| Channel | Usage level | Preferred content |
181|---------|------------|-------------------|
182| TikTok | High / Med / Low / None | |
183| Instagram | | |
184| YouTube | | |
185| Facebook | | |
186| LinkedIn | | |
187| Reddit | | |
188| Twitter / X | | |
189| Google Search | | |
190| Email newsletters | | |
191| Podcasts | | |
192 
193---
194 
195## Customer Journey Map
196 
197### Journey Template
198 
199| Stage | Touchpoint | Behavior | Thoughts | Feelings | Barriers | Opportunities |
200|-------|-----------|----------|----------|----------|----------|---------------|
201| **Awareness** | [Sees ad? Reads article? Friend mention?] | | | | | |
202| **Research** | [Google search? Watches review? Visits site?] | | | | | |
203| **Consideration** | [Compares competitors? Asks community?] | | | | | |
204| **Decision** | [Messages? Calls? Books?] | | | | | |
205| **Purchase / Use** | [Visits store? Pays online? First experience?] | | | | | |
206| **Post-purchase** | [Satisfied? Reviews? Returns? Refers?] | | | | | |
207 
208### Moments of Truth
209 
210| Moment | Description | Your action |
211|--------|-------------|-------------|
212| **Zero Moment (ZMOT)** | Customer searches/asks before contacting you | SEO, third-party reviews, educational content |
213| **First Moment (FMOT)** | First impression of product/service | Imagery, packaging, website UI, channel profile |
214| **Second Moment (SMOT)** | Real experience while using | Service quality, processes, staff attitude |
215| **Ultimate Moment (UMOT)** | Customer shares their experience | Encourage reviews, referrals, UGC |
216 
217---
218 
219## Insight Validation
220 
221Not every observation is an insight. A real insight must pass 3 tests:
222 
223### The 3-Criteria Test
224 
225| Criterion | Validation question | Pass / Fail |
226|-----------|--------------------|-----|
227| **TRUE** | Is this grounded in real data/observation, not assumption? | |
228| **TENSION** | Is there a contradiction, dilemma, or unresolved need? | |
229| **ACTIONABLE** | Can you build content, product, or strategy from it? | |
230 
231### Validation Examples
232 
233| Observation | TRUE? | TENSION? | ACTIONABLE? | Insight? |
234|-------------|-------|----------|-------------|----------|
235| "Women 25–35 like skincare" | Yes, but generic | No tension | Not specific | NO — too general |
236| "They know their skin worsens but blame weather, not their routine" | Yes — seen in comments | Yes — gap between awareness and action | Yes — educational content can shift mindset | YES — strong insight |
237| "They want to try the spa but fear high-pressure upsells" | Yes — reviews and DMs | Yes — desire vs loss-of-control fear | Yes — no-upsell pledge, transparent pricing | YES — strong insight |
238 
239---
240 
241## Internal Monologue (What they think but don't say)
242 
243Customers rarely say what they actually think. This section captures the inner voice:
244 
245### Internal Monologue Template
246 
247| Stage | What they say | What they actually think | What it means for you |
248|-------|---------------|--------------------------|----------------------|
249| Awareness | "It's fine, normal" | "Why does everyone else look better? Is something wrong with me?" | Soft pain triggers, no pressure |
250| Consideration | "Let me look around" | "Too many options. Hard to tell legit from scam — afraid to choose wrong" | Honest comparisons, not bragging |
251| Conversion | "Let me think about it" | "I want it but I'm scared — afraid of wasting money or not seeing results" | Risk reduction: trial, guarantee, real reviews |
252| Post-purchase | "It's okay" | "Should I keep going? Nobody has even checked in on me" | Follow-up, after-care, retention offers |
253 
254### Sources for Capturing Internal Monologue
255 
256| Source | How to extract |
257|--------|----------------|
258| Comments on competitor posts | Read questions, complaints, praise — especially long comments |
259| Your DMs / inbox | Most-repeated question = biggest worry |
260| Reviews (Google, Trustpilot, Amazon, app stores) | 3-star reviews are most valuable — mixed praise + criticism |
261| Industry communities (Reddit, niche forums, Discord) | Opinion threads, vent threads, comparison threads |
262| Past-customer surveys | Open question: "What made you hesitate before buying?" |
263| Sales call recordings | Listen for objections, hesitations, repeated phrases |
264 
265---
266 
267## Behavioral Segmentation
268 
269Move beyond demographics — segment by actual behavior:
270 
271### 6 Segmentation Dimensions
272 
273| Dimension | Categories | Example segments |
274|-----------|-----------|------------------|
275| **Purchase frequency** | One-time / Repeat / Frequent | Trial buyers vs Regulars vs VIPs |
276| **Order value** | Low / Mid / High | Budget vs Premium spenders |
277| **Acquisition channel** | Organic / Paid / Referral | TikTok-found vs Word-of-mouth |
278| **Engagement behavior** | View / Like / Comment / Buy | Lurkers vs Loyal fans |
279| **Lifecycle stage** | New / Active / Lapsed / Returning | New vs Churned vs Win-back |
280| **Loyalty level** | Price-driven / Loyal / Advocate | Discount-seekers vs Brand-loyal |
281 
282### Behavioral Segment Action Table
283 
284| Segment | Traits | Best content | Channels | Offers |
285|---------|--------|--------------|----------|--------|
286| New (no purchase yet) | Just discovered, researching | TOFU: education, social proof | TikTok, Instagram, Google | Trial, sample |
287| First-time buyer | Tried once, no return yet | MOFU: added value, case studies | Email, SMS | Second-purchase offer |
288| Repeat buyer (2+) | Satisfied, building habit | Retention: exclusives, VIP perks | Email, community | Loyalty tier |
289| VIP (5+ purchases) | Loyal, ready to refer | Referral: bring-a-friend programs | 1:1, events, VIP group | Referral bonus |
290| Churned | Bought before, now silent | Win-back: reason for absence + special offer | Email, SMS | Comeback offer |
291 
292---
293 
294## Cross-reference
295 
296- Need competitor targeting analysis? → Use `08-competitor-research-global`
297- Writing content from insight? → Use `05-ad-copy-global` or `04-video-script-global`
298- Mapping full customer journey? → Use `02-campaign-brief-global`
299- Calculating budget by segment? → Use `10-reverse-kpi-calc-global`
300- Building overall strategy? → Use `00-marketing-plan-global`
301 
302---
303 
304## Quality Checklist
305 
306Before delivering the insight report, verify:
307 
308- [ ] Consumer vs Shopper separated — if different, each has its own strategy
309- [ ] Insights cover all 4 stages (Awareness, Consideration, Conversion, Retention)
310- [ ] JTBD covers all 3 layers: Functional, Emotional, Social
311- [ ] Persona has all 4 sections: Demographics, Psychographics, Behaviors, Media Consumption
312- [ ] Customer Journey has touchpoints, emotions, and concrete barriers — not generic
313- [ ] Every insight passed the 3-criteria test: TRUE, TENSION, ACTIONABLE
314- [ ] Internal Monologue is grounded in real sources (comments, DMs, reviews) — not imagined
315- [ ] Behavioral segmentation moves beyond demographics — each segment has a specific action
316- [ ] No assumptions without backing — every conclusion sourced or evidenced
317- [ ] Output drives concrete actions (content, ads, product), not just description
318 

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