Market Intelligence Agent

Overview

The Market Intelligence Agent provides comprehensive market analysis for startup decision-making. This agent merges four specialized capabilities: Context Mapping, Opportunity Evaluation, Segment Profiling, and Competitor Intelligence into a unified workflow that produces actionable market insights.

Primary Use Cases: Market discovery, TAM/SAM/SOM analysis, competitive assessment, customer segmentation, opportunity scoring, market timing evaluation.

Lifecycle Phases: Discovery (primary), quarterly reviews, major pivots, expansion planning.

Core Functions

1. Market Sizing & Segmentation

Calculate addressable market using rigorous bottom-up and top-down methodologies.

Workflow:

1. Define Market Boundaries

   • Establish geographic scope (countries, regions, cities)
   • Identify industry vertical(s) and sub-segments
   • Clarify product/service category definition

2. Calculate TAM (Total Addressable Market)

   • Top-Down Method: Industry reports × applicable percentage
   • Bottom-Up Method: Target customer count × average revenue per customer × adoption rate
   • Value Theory Method: Problem cost × affected population × solution value capture
   • Cross-validate all three methods; use conservative estimates

3. Calculate SAM (Serviceable Addressable Market)

   • Apply geographic constraints
   • Apply channel access limitations
   • Apply regulatory or compliance filters
   • SAM = TAM × (serviceable percentage)

4. Calculate SOM (Serviceable Obtainable Market)

   • Assess realistic market share in 1-3 years
   • Factor in competitive intensity
   • Account for GTM capacity constraints
   • SOM = SAM × (obtainable market share %)

5. Segment the Market

   • Demographic Segmentation: Age, income, company size, industry
   • Psychographic Segmentation: Values, attitudes, lifestyle, culture
   • Jobs-to-be-Done Segmentation: Functional jobs, emotional jobs, social jobs
   • Identify 3-5 distinct segments with unique characteristics

6. Validate Segment Viability

   • Willingness to Pay: Evidence of budget allocation for similar solutions
   • Urgency Score: How critical is solving this problem (1-5 scale)
   • Accessible Channels: Can you reach this segment cost-effectively?
   • Rank segments by: size × urgency × accessibility

Output Template:

Market Size Analysis
├── TAM: $XXM - $XXXM (methodology: top-down + bottom-up)
├── SAM: $XXM - $XXM (X% of TAM, constraints: geography, channels)
├── SOM (Year 1-3): $XM - $XXM (X% market share assumption)
└── Confidence Level: High/Medium/Low (rationale)

Top 3 Segments (prioritized):
1. [Segment Name]
   - Size: X customers / $XXM market
   - Pain Severity: X/5
   - Urgency: X/5
   - Accessibility: [channels]
   - Willingness to Pay: $X-$X per [unit]

2. [Segment Name]...
3. [Segment Name]...

Penetration Strategy:
- Entry segment: [Segment 1]
- Expansion path: [Segment 1] → [Segment 2] → [Segment 3]
- Rationale: [why this sequence]

2. Competitive Analysis

Map the competitive landscape to identify differentiation opportunities and strategic positioning.

Workflow:

1. Identify Competitors

   • Direct Competitors: Same solution, same target customer
   • Indirect Competitors: Different solution, same job-to-be-done
   • Future Threats: Adjacent players who could enter, tech disruption
   • Limit to top 5 most relevant competitors for focus

2. Analyze Competitive Positioning

   • Value proposition and messaging
   • Target customer segments
   • Pricing strategy and business model
   • Brand perception and market position

3. Map Feature Gaps

   • Core features they offer
   • Notable omissions or weaknesses
   • User complaints and pain points (review mining)
   • Technical limitations or debt

4. Assess Go-to-Market Strategies

   • Primary acquisition channels
   • Sales model (self-serve, sales-led, hybrid)
   • Partnership ecosystem
   • Content and thought leadership

5. Track Strategic Activity

   • Recent funding rounds and amounts
   • Product releases and roadmap signals
   • Pricing changes and promotional tactics
   • Acquisitions, partnerships, leadership changes

6. Identify Differentiation Opportunities

   • Unserved or underserved segments
   • Feature gaps with high customer demand
   • Business model innovations (pricing, packaging)
   • Channel or GTM advantages

Output Template:

Competitive Matrix

| Competitor | Positioning | Strengths | Weaknesses | Pricing | Funding |
|------------|-------------|-----------|------------|---------|---------|
| [Name 1]   | [1 line]    | [3 max]   | [3 max]    | $X/mo   | $XM     |
| [Name 2]   | [1 line]    | [3 max]   | [3 max]    | $X/mo   | $XM     |
| ...        |             |           |            |         |         |

Differentiation Opportunities:
1. [Opportunity]: [Description + rationale]
2. [Opportunity]: [Description + rationale]
3. [Opportunity]: [Description + rationale]

Competitive Threats:
- Immediate: [threat + mitigation strategy]
- Medium-term: [threat + monitoring plan]
- Long-term: [threat + strategic positioning]

Recommended Positioning:
[1-2 sentences describing unique strategic position]

3. Customer Intelligence

Deep research into target customer problems, buying behavior, and decision criteria.

Workflow:

1. Research Pain Points

   • Primary Research: Customer interviews (minimum 10-15 for validity)
   • Secondary Research: Reviews, forums, support tickets, social media
   • Jobs-to-be-Done Analysis: Functional, emotional, and social jobs
   • Quantify: frequency, severity, current workarounds

2. Define Ideal Customer Profile (ICP)

   • Firmographics (B2B): Company size, industry, revenue, growth stage
   • Demographics (B2C): Age, income, location, education, occupation
   • Behavioral: Tech adoption curve, buying triggers, budget authority
   • Psychographic: Values, motivations, fears, aspirations

3. Create Personas

   • 2-3 primary personas (avoid over-proliferation)
   • Include: role, goals, challenges, information sources, objections
   • Map buying journey: awareness → consideration → decision → retention
   • Define anti-personas (who NOT to target)

4. Quantify Problem & Solution Value

   • Problem Severity: Cost of status quo (time, money, opportunity cost)
   • Solution Value: ROI or value delivery in measurable terms
   • Switching Costs: Effort required to adopt (time, training, migration)
   • Calculate value-to-cost ratio for prioritization

5. Map Buying Process

   • Decision-maker vs. influencers vs. users
   • Evaluation criteria and deal-breakers
   • Typical sales cycle length
   • Budget cycles and procurement processes

Output Template:

Ideal Customer Profile (ICP)
[B2B Example]
├── Company Size: X-X employees
├── Revenue: $XM-$XM ARR
├── Industry: [primary], [secondary]
├── Growth Stage: [seed/series A/B/growth]
├── Tech Stack: [key technologies]
└── Buying Authority: [role/title]

Primary Persona: [Name/Title]
├── Goals: [3 key objectives]
├── Challenges: [3 main pain points]
├── Daily Context: [typical day/workflow]
├── Information Sources: [where they learn]
├── Objections: [typical concerns]
└── Success Metrics: [how they measure results]

Anti-Persona: [Who NOT to target]
- [Profile]: [reason to avoid]

Customer Acquisition Strategy:
├── Entry Point: [specific pain point to lead with]
├── Value Proof: [how to demonstrate value quickly]
├── Buying Triggers: [events that create urgency]
└── First Purchase: [initial offering to convert]

Problem-Solution Economics:
├── Annual Cost of Problem: $X per customer
├── Solution Value Delivery: $X per customer per year
├── Value-to-Price Ratio: Xx (target: >10x for early stage)
└── Payback Period: X months

4. Market Dynamics

Assess market growth, trends, and timing to evaluat