aiwg/agentic/code/frameworks/media-marketing-kit/templates/strategy/audience-segmentation-template.md

Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.

# Audience Segmentation Template

---

**Metadata**:
```yaml
id: STR-005
template_name: Audience Segmentation Template
version: 1.0.0
category: Strategy
subcategory: Audience & Targeting
framework: Segmentation, Targeting, Positioning (STP)
related_templates:
  - STR-001 (Campaign Strategy)
  - STR-002 (Messaging Matrix)
  - STR-003 (Positioning Statement)
  - STR-006 (Channel Strategy)
  - ANA-001 (Audience Insights)
primary_agents:
  - audience-researcher
  - content-strategist
  - campaign-strategist
lifecycle_phase: Planning
status: active
```

---

## Purpose

This template provides a structured framework for defining, profiling, and prioritizing audience segments. Effective segmentation ensures targeted messaging, efficient resource allocation, and higher campaign performance by aligning marketing efforts with distinct audience needs and behaviors.

---

## Segmentation Overview

### Project/Campaign Name
`[What this segmentation supports]`

### Market Category
`[Product category or industry]`

### Segmentation Date
- **Created**: `YYYY-MM-DD`
- **Last Updated**: `YYYY-MM-DD`
- **Next Review**: `YYYY-MM-DD`
- **Review Frequency**: `[Annual/Semi-annual/Quarterly]`

### Segmentation Approach
- [ ] Demographic (age, gender, income)
- [ ] Firmographic (B2B: company size, industry, revenue)
- [ ] Psychographic (values, lifestyle, attitudes)
- [ ] Behavioral (usage, purchase patterns, engagement)
- [ ] Technographic (technology stack, adoption patterns)
- [ ] Geographic (region, urban/rural, climate)
- [ ] Needs-based (specific pain points or goals)
- [ ] Value-based (potential lifetime value)

**Primary Segmentation Basis**: `[Which approach is most relevant for your market?]`

---

## 1. Segmentation Framework

### 1.1 Segmentation Criteria

**What makes a good segment?**
- [ ] **Measurable**: Can identify and quantify segment size
- [ ] **Accessible**: Can reach via marketing channels
- [ ] **Substantial**: Large enough to be profitable
- [ ] **Differentiable**: Responds differently than other segments
- [ ] **Actionable**: Can develop targeted strategies

### 1.2 Total Market Overview

**Total Addressable Market (TAM)**: `XXX,XXX individuals/companies`

**Market Value**: `$XXX million/billion`

**Number of Segments**: `[3-7 typically - avoid over-segmentation]`

---

## 2. Segment Profiles

*Complete this section for each segment (typically 3-7 segments)*

---

## Segment 1: `[Segment Name]`

### 2.1 Segment Overview

**Segment Name**: `[Descriptive, memorable name]`

**Segment Size**: `XXX,XXX individuals/companies (XX% of market)`

**Market Value**: `$XXX million (XX% of market value)`

**Strategic Priority**: High / Medium / Low

**Segment Type**:
- [ ] Primary target (core focus)
- [ ] Secondary target (growth opportunity)
- [ ] Tertiary target (opportunistic)
- [ ] Not currently targeted

---

### 2.2 Demographics (B2C)

**Age Range**: `___________`

**Gender**: `___________` (if relevant)

**Income**: `$XX,XXX - $XXX,XXX`

**Education Level**: `___________`

**Marital/Family Status**: `___________`

**Occupation**: `___________`

**Location/Geography**: `___________`

---

### 2.3 Firmographics (B2B)

**Industry/Vertical**:
- Primary: `___________`
- Secondary: `___________`

**Company Size**:
- Employees: `XXX - X,XXX`
- Revenue: `$XX M - $XXX M`

**Company Stage**:
- [ ] Startup (Seed to Series A)
- [ ] Growth (Series B+)
- [ ] Established (profitable, stable)
- [ ] Enterprise (F500, large-cap)

**Geographic Focus**: `[Regions, countries]`

**Technology Stack** (if relevant):
- Uses: `[Key technologies/platforms]`
- Integrates with: `[Ecosystem]`

**Decision-Making Unit (DMU)**:
- **Champion**: `[Title/role who advocates for solution]`
- **Influencer**: `[Title/role who provides input]`
- **Decision Maker**: `[Title/role with budget authority]`
- **End User**: `[Title/role who will use product]`

---

### 2.4 Psychographics

**Values**:
- `[Core value 1 - e.g., "Innovation"]`
- `[Core value 2 - e.g., "Work-life balance"]`
- `[Core value 3]`

**Attitudes**:
- `[Attitude toward category - e.g., "Skeptical of new technology"]`
- `[Attitude toward change - e.g., "Early adopter, risk-tolerant"]`

**Lifestyle** (B2C):
`[Description of how they live, work, spend leisure time]`

**Personality Traits**:
- `[Trait 1 - e.g., "Analytical, data-driven"]`
- `[Trait 2 - e.g., "Collaborative, team-oriented"]`

**Brand Affinities**:
`[Brands they love and why - reveals aspirations and values]`

---

### 2.5 Behavioral Characteristics

**Purchase Behavior**:
- **Purchase Frequency**: `[One-time / Monthly / Annually]`
- **Average Order Value**: `$XXX`
- **Lifetime Value (LTV)**: `$X,XXX`
- **Purchase Trigger**: `[What prompts buying decision]`
- **Research Process**: `[How they evaluate options]`
- **Decision Timeline**: `[Days/weeks/months from awareness to purchase]`

**Product Usage**:
- **Use Case**: `[Primary way they use product/service]`
- **Usage Frequency**: `[Daily / Weekly / Monthly]`
- **Features Used**: `[Which features matter most]`

**Content Consumption**:
- **Preferred Formats**: `[Blog, video, podcast, webinar, etc.]`
- **Preferred Topics**: `[Topics of interest]`
- **Content Sources**: `[Where they go for information]`

**Channel Preferences**:
- **Discovery**: `[How they find new products - search, social, referral]`
- **Communication**: `[Preferred contact method - email, phone, chat]`
- **Community**: `[Online communities, forums, events]`

---

### 2.6 Pain Points & Challenges

**Primary Pain Point**: `[The #1 problem this segment faces]`

**Secondary Pain Points**:
1. `[Pain point 2]`
2. `[Pain point 3]`
3. `[Pain point 4]`

**Impact of Pain Points**:
- **Financial Impact**: `[Cost of problem - lost revenue, wasted spend]`
- **Time Impact**: `[Hours/days wasted per week/month]`
- **Emotional Impact**: `[Frustration, stress, anxiety]`
- **Reputational Impact**: `[Effect on brand, team morale, customer satisfaction]`

**Current Solutions** (and why they fall short):
- Solution 1: `[What they use now]` → `[Why it's inadequate]`
- Solution 2: `[What they use now]` → `[Why it's inadequate]`

**Barriers to Change**:
- `[Barrier 1 - e.g., "Budget constraints"]`
- `[Barrier 2 - e.g., "Change management complexity"]`

---

### 2.7 Goals & Motivations

**Primary Goal**: `[What they're trying to achieve]`

**Secondary Goals**:
1. `[Goal 2]`
2. `[Goal 3]`

**Success Metrics** (how they measure achievement):
- Metric 1: `[e.g., "Reduce costs by 20%"]`
- Metric 2: `[e.g., "Increase team productivity"]`
- Metric 3: `[e.g., "Improve customer satisfaction"]`

**Motivational Drivers**:
- [ ] Efficiency (save time/resources)
- [ ] Cost savings
- [ ] Revenue growth
- [ ] Risk mitigation
- [ ] Innovation/competitive advantage
- [ ] Career advancement
- [ ] Personal satisfaction
- [ ] Other: `___________`

**Aspirations**:
`[What does success look like for this segment? What future state are they striving for?]`

---

### 2.8 Messaging & Positioning for This Segment

**Resonant Messages** (what messaging appeals to them):
1. `[Message theme 1 - e.g., "Emphasize ROI and efficiency gains"]`
2. `[Message theme 2 - e.g., "Highlight ease of use and fast time-to-value"]`
3. `[Message theme 3]`

**Proof Points That Matter**:
- `[Type of social proof - e.g., "Case studies from similar companies"]`
- `[Type of proof - e.g., "Third-party validation (Gartner, analyst reports)"]`

**Call-to-Action Preferences**:
- Primary CTA: `[e.g., "Book a demo"]`
- Secondary CTA: `[e.g., "Download buyer's guide"]`

**Tone & Voice**:
`[How to speak to this segment - formal vs. casual, technical vs. accessible]`

**Avoid With This Segment**:
`[Messages, language, or tactics that alienate or fail to resonate]`

**Reference**: See STR-002 (Messaging Matrix Template) for detailed messaging by segment

---

### 2.9 Channel Strategy for This Segment

**Discovery Channels** (how they find solutions):
1. `[Channel 1 - e.g., "Google search"]`
2. `[Channel 2 - e.g., "LinkedIn"]`
3. `[Channel 3]`

**Engagement Channels** (how to reach them):
1. `[Channel 1 - e.g., "Email"]`
2. `[Channel 2 - e.g., "Webinars"]`
3. `[Channel 3]`

**Conversion Channels** (what drives purchase decision):
1. `[Channel 1 - e.g., "Sales consultation"]`
2. `[Channel 2 - e.g., "Free trial"]`

**Media Consumption Habits**:
- **Publications/Blogs**: `[Industry sources they read]`
- **Social Networks**: `[LinkedIn, Twitter, Reddit, etc.]`
- **Influencers/Thought Leaders**: `[Who they follow]`
- **Events/Conferences**: `[Where they gather]`

**Reference**: See STR-006 (Channel Strategy Template) for detailed channel plans

---

### 2.10 Competitive Considerations

**Competitors They Consider**:
1. `[Competitor 1]`
2. `[Competitor 2]`
3. `[Competitor 3]`

**Why They Choose Competitors**:
- Reason 1: `___________`
- Reason 2: `___________`

**Why They Choose Us**:
- Reason 1: `___________`
- Reason 2: `___________`

**Switching Barriers**:
`[What makes it hard for this segment to switch from current solution]`

---

### 2.11 Customer Journey for This Segment

**Awareness Stage**:
- **Trigger**: `[What makes them realize they have a problem]`
- **Questions**: `[What they're asking at this stage]`
- **Content Needs**: `[Educational content, thought leadership]`

**Consideration Stage**:
- **Evaluation Criteria**: `[What they're comparing solutions on]`
- **Questions**: `[What they're asking at this stage]`
- **Content Needs**: `[Product education, demos, case studies]`

**Decision Stage**:
- **Final Objections**: `[Last hurdles before purchase]`
- **Decision Factors**: `[What tips the decision]`
- **Content Needs**: `[Pricing, ROI calculators, testimonials]`

**Post-Purchase**:
- **Onboarding Needs**: `[What ensures successful adoption]`
- **Success Criteria**: `[What makes them a happy customer]`
- **Expansion Opportunities**: `[Upsell/cross-sell potential]`

---

### 2.12 Segment Economics

**Customer Acquisition Cost (CAC)**: `$XXX`

**Lifetime Value (LTV)**: `$X,XXX`

**LTV:CAC Ratio**: `X:1`

**Payback Period**: `X months`

**Churn Rate**: `XX% annually`

**Expansion Revenue Potential**: `XX% of initial contract value`

**Strategic Value**:
`[Beyond economics - strategic importance of this segment (e.g., brand credibility, market entry, innovation partnership)]`

---

*Repeat Segment Profile section for each additional segment*

---

## 3. Segment Prioritization

### 3.1 Segment Comparison Matrix

| Segment | Size (% of market) | Value ($ potential) | Accessibility | Differentiation | Strategic Fit | Priority Score |
|---------|-------------------|---------------------|---------------|----------------|--------------|----------------|
| `[Segment 1]` | XX% | $XXX M | High/Med/Low | High/Med/Low | High/Med/Low | XX / 15 |
| `[Segment 2]` | XX% | $XXX M | High/Med/Low | High/Med/Low | High/Med/Low | XX / 15 |
| `[Segment 3]` | XX% | $XXX M | High/Med/Low | High/Med/Low | High/Med/Low | XX / 15 |
| `[Segment 4]` | XX% | $XXX M | High/Med/Low | High/Med/Low | High/Med/Low | XX / 15 |

**Scoring**:
- Size: 1 (small), 2 (medium), 3 (large)
- Value: 1 (low potential), 2 (medium), 3 (high)
- Accessibility: 1 (hard to reach), 2 (medium), 3 (easy)
- Differentiation: 1 (we're weak), 2 (competitive), 3 (we're strong)
- Strategic Fit: 1 (poor fit), 2 (okay fit), 3 (excellent fit)

### 3.2 Strategic Prioritization

**Primary Target Segment**: `[Segment name]`
- **Why**: `[Rationale for top priority]`
- **Resource Allocation**: `XX% of budget`

**Secondary Target Segment(s)**: `[Segment name(s)]`
- **Why**: `[Rationale]`
- **Resource Allocation**: `XX% of budget`

**Tertiary/Opportunistic Segments**: `[Segment name(s)]`
- **Approach**: `[Limited investment, opportunistic tactics]`

**Segments to Deprioritize**: `[Segment name(s)]`
- **Why**: `[Rationale for not targeting]`

---

## 4. Persona Development (Optional)

**Note**: Personas are narrative representations of segments. Create 1-3 personas for primary/secondary segments to bring them to life for internal teams.

---

### Persona 1: `[Persona Name]` (represents `[Segment Name]`)

**Photo/Avatar**: `[Visual representation]`

**Quote**: *"[A quote that captures their mindset/challenge]"*

**Background**:
- **Age**: `XX`
- **Title**: `[Job title]`
- **Company**: `[Company type/size]`
- **Experience**: `[Years in role/industry]`
- **Education**: `___________`

**A Day in the Life**:
`[Narrative description of their typical workday, pain points they encounter, tools they use]`

**Goals**:
1. `[Goal 1]`
2. `[Goal 2]`

**Challenges**:
1. `[Challenge 1]`
2. `[Challenge 2]`

**How We Help**:
`[Brief description of how your product/service solves their problem]`

---

*Repeat for additional personas*

---

## 5. Segmentation Activation

### 5.1 Campaign Mapping

| Campaign Type | Primary Segment | Secondary Segment | Messaging Focus | Channels |
|---------------|----------------|-------------------|-----------------|----------|
| Product Launch | `[Segment]` | `[Segment]` | `[Key message]` | `[Channels]` |
| Demand Gen | `[Segment]` | `[Segment]` | `[Key message]` | `[Channels]` |
| Retention | `[Segment]` | `[Segment]` | `[Key message]` | `[Channels]` |

### 5.2 Content Strategy by Segment

| Segment | Awareness Content | Consideration Content | Decision Content |
|---------|------------------|---------------------|------------------|
| `[Segment 1]` | `[Content types]` | `[Content types]` | `[Content types]` |
| `[Segment 2]` | `[Content types]` | `[Content types]` | `[Content types]` |

**Reference**: See CON-001 (Content Brief Template) and STR-007 (Content Calendar Template)

### 5.3 Sales Enablement by Segment

| Segment | Qualification Questions | Objection Handling | Proof Points |
|---------|------------------------|-------------------|--------------|
| `[Segment 1]` | `[Key questions]` | `[Common objections]` | `[Relevant proof]` |
| `[Segment 2]` | `[Key questions]` | `[Common objections]` | `[Relevant proof]` |

**Reference**: See SLS-001 (Sales Enablement Brief Template)

---

## 6. Research & Validation

### 6.1 Data Sources

**Quantitative Data**:
- [ ] CRM data (customer demographics, firmographics)
- [ ] Web analytics (behavior patterns)
- [ ] Market research reports (industry data)
- [ ] Customer surveys (n=`___`)
- [ ] Purchase history analysis
- [ ] Social media analytics

**Qualitative Data**:
- [ ] Customer interviews (n=`___`)
- [ ] Focus groups (n=`___`)
- [ ] Sales team feedback
- [ ] Customer success team insights
- [ ] Win/loss analysis
- [ ] User testing sessions

### 6.2 Validation Metrics

**Segment Performance Indicators** (validate segmentation effectiveness):

| Segment | Conversion Rate | CAC | LTV | Engagement Rate | Churn |
|---------|----------------|-----|-----|----------------|-------|
| `[Segment 1]` | XX% | $XXX | $X,XXX | XX% | XX% |
| `[Segment 2]` | XX% | $XXX | $X,XXX | XX% | XX% |

**If segments don't show meaningfully different performance, refine segmentation.**

### 6.3 Ongoing Research Plan

**Research Cadence**:
- Quarterly customer surveys
- Bi-annual in-depth interviews (5-10 per segment)
- Annual segmentation refresh

**Research Owner**: `[Role responsible for maintaining segment insights]`

---

## 7. Segmentation Governance

### 7.1 Segment Definitions Maintenance

**Update Triggers**:
- Significant product evolution
- Market shifts (new competitors, technology changes)
- Performance data shows segments behaving differently than expected
- Acquisition of new customer types

**Review Process**:
1. Data analysis (performance metrics by segment)
2. Qualitative validation (interviews, surveys)
3. Stakeholder input (Sales, CS, Product)
4. Revised segment definitions
5. Communication and training

### 7.2 Cross-Functional Alignment

**Teams Using Segmentation**:
- [ ] Marketing (messaging, campaigns)
- [ ] Sales (targeting, qualification)
- [ ] Product (roadmap prioritization)
- [ ] Customer Success (onboarding, engagement)
- [ ] Finance (forecasting, resource allocation)

**Segment Ownership**:
- **Segment 1**: `[Team/role responsible]`
- **Segment 2**: `[Team/role responsible]`

---

## Agent Notes

### For Audience Researcher
- Ground segmentation in both quantitative data (size, value) and qualitative insights (needs, motivations)
- Validate segments through customer interviews, not just internal assumptions
- Ensure segments are actionable (distinct enough to merit different strategies)
- Use behavioral and needs-based segmentation, not just demographics/firmographics

### For Content Strategist
- Map content to segment-specific pain points and journey stages
- Create segment-specific content calendars to ensure balanced coverage
- Test content performance by segment to validate resonance
- Avoid one-size-fits-all content approaches

### For Campaign Strategist
- Prioritize segments based on strategic fit and economics, not just size
- Allocate budget proportionally to segment priority (80/20 rule often applies)
- Create segment-specific campaign strategies (messaging, channels, offers)
- Monitor segment performance and reallocate resources to highest-performing segments

---

## Approval & Version History

**Version**: 1.0.0
**Prepared By**: `[Name, role]`
**Date**: `YYYY-MM-DD`

**Approvals**:
- [ ] Chief Marketing Officer: `[Name, date]`
- [ ] Chief Product Officer: `[Name, date]`
- [ ] Sales Leadership: `[Name, date]`
- [ ] Customer Success Leadership: `[Name, date]`

**Revision History**:

| Version | Date | Author | Changes |
|---------|------|--------|---------|
| 1.0.0 | YYYY-MM-DD | `[Name]` | Initial segmentation |
| | | | |

---

**Related Templates**:
- STR-001: Campaign Strategy Template
- STR-002: Messaging Matrix Template
- STR-003: Positioning Statement Template
- STR-006: Channel Strategy Template
- ANA-001: Audience Insights Template
- CON-001: Content Brief Template
- SLS-001: Sales Enablement Brief Template