# Market Research Workflow Instructions
The workflow execution engine is governed by: {project_root}/.bmad/core/tasks/workflow.xml
You MUST have already loaded and processed: {installed_path}/workflow.yaml
This workflow uses ADAPTIVE FACILITATION - adjust your communication style based on {user_skill_level}
This is a HIGHLY INTERACTIVE workflow - collaborate with user throughout, don't just gather info and disappear
Web research is MANDATORY - use WebSearch tool with {{current_year}} for all market intelligence gathering
Communicate all responses in {communication_language} and tailor to {user_skill_level}
Generate all documents in {document_output_language}
🚨 ANTI-HALLUCINATION PROTOCOL - MANDATORY 🚨
NEVER invent market data - if you cannot find reliable data, explicitly state: "I could not find verified data for [X]"
EVERY statistic, market size, growth rate, or competitive claim MUST have a cited source with URL
For CRITICAL claims (TAM/SAM/SOM, market size, growth rates), require 2+ independent sources that agree
When data sources conflict (e.g., different market size estimates), present ALL estimates with sources and explain variance
Mark data confidence: [Verified - 2+ sources], [Single source - verify], [Estimated - low confidence]
Clearly label: FACT (sourced data), ANALYSIS (your interpretation), PROJECTION (forecast/speculation)
After each WebSearch, extract and store source URLs - include them in the report
If a claim seems suspicious or too convenient, STOP and cross-verify with additional searches
Welcome {user_name} warmly. Position yourself as their collaborative research partner who will:
- Gather live {{current_year}} market data
- Share findings progressively throughout
- Help make sense of what we discover together
Ask what they're building and what market questions they need answered.
Through natural conversation, discover:
- The product/service and current stage
- Their burning questions (what they REALLY need to know)
- Context and urgency (fundraising? launch decision? pivot?)
- Existing knowledge vs. uncertainties
- Desired depth (gauge from their needs, don't ask them to choose)
Adapt your approach: If uncertain → help them think it through. If detailed → dig deeper.
Collaboratively define scope:
- Markets/segments to focus on
- Geographic boundaries
- Critical questions vs. nice-to-have
Reflect understanding back to confirm you're aligned on what matters.
product_name
product_description
research_objectives
research_scope
Help the user precisely define the market scope
Work with the user to establish:
1. **Market Category Definition**
- Primary category/industry
- Adjacent or overlapping markets
- Where this fits in the value chain
2. **Geographic Scope**
- Global, regional, or country-specific?
- Primary markets vs. expansion markets
- Regulatory considerations by region
3. **Customer Segment Boundaries**
- B2B, B2C, or B2B2C?
- Primary vs. secondary segments
- Segment size estimates
Should we include adjacent markets in the TAM calculation? This could significantly increase market size but may be less immediately addressable.
market_definition
geographic_scope
segment_boundaries
This step REQUIRES WebSearch tool usage - gather CURRENT data from {{current_year}}
Share findings as you go - make this collaborative, not a black box
Let {user_name} know you're searching for current {{market_category}} market data: size, growth, analyst reports, recent trends. Tell them you'll share what you find in a few minutes and review it together.
Conduct systematic web searches using WebSearch tool:
{{market_category}} market size {{geographic_scope}} {{current_year}}
{{market_category}} industry report Gartner Forrester IDC {{current_year}}
{{market_category}} market growth rate CAGR forecast {{current_year}}
{{market_category}} market trends {{current_year}}
{{market_category}} TAM SAM market opportunity {{current_year}}
Share findings WITH SOURCES including URLs and dates. Ask if it aligns with their expectations.
CRITICAL - Validate data before proceeding:
- Multiple sources with similar figures?
- Recent sources ({{current_year}} or within 1-2 years)?
- Credible sources (Gartner, Forrester, govt data, reputable pubs)?
- Conflicts? Note explicitly, search for more sources, mark [Low Confidence]
Explore surprising data points together
{project-root}/.bmad/core/tasks/adv-elicit.xml
sources_market_size
Search for recent market developments:
{{market_category}} news {{current_year}} funding acquisitions
{{market_category}} recent developments {{current_year}}
{{market_category}} regulatory changes {{current_year}}
Share noteworthy findings:
"I found some interesting recent developments:
{{key_news_highlights}}
Anything here surprise you or confirm what you suspected?"
Search for authoritative sources:
{{market_category}} government statistics census data {{current_year}}
{{market_category}} academic research white papers {{current_year}}
market_intelligence_raw
key_data_points
source_credibility_notes
Calculate market sizes using multiple methodologies for triangulation
Use actual data gathered in previous steps, not hypothetical numbers
**Method 1: Top-Down Approach**
- Start with total industry size from research
- Apply relevant filters and segments
- Show calculation: Industry Size × Relevant Percentage
**Method 2: Bottom-Up Approach**
- Number of potential customers × Average revenue per customer
- Build from unit economics
**Method 3: Value Theory Approach**
- Value created × Capturable percentage
- Based on problem severity and alternative costs
Which TAM calculation method seems most credible given our data? Should we use multiple methods and triangulate?
tam_calculation
tam_methodology
Calculate Serviceable Addressable Market
Apply constraints to TAM:
- Geographic limitations (markets you can serve)
- Regulatory restrictions
- Technical requirements (e.g., internet penetration)
- Language/cultural barriers
- Current business model limitations
SAM = TAM × Serviceable Percentage
Show the calculation with clear assumptions.
sam_calculation
Calculate realistic market capture
Consider competitive dynamics:
- Current market share of competitors
- Your competitive advantages
- Resource constraints
- Time to market considerations
- Customer acquisition capabilities
Create 3 scenarios:
1. Conservative (1-2% market share)
2. Realistic (3-5% market share)
3. Optimistic (5-10% market share)
som_scenarios
Develop detailed understanding of target customers
For each major segment, research and define:
**Demographics/Firmographics:**
- Size and scale characteristics
- Geographic distribution
- Industry/vertical (for B2B)
**Psychographics:**
- Values and priorities
- Decision-making process
- Technology adoption patterns
**Behavioral Patterns:**
- Current solutions used
- Purchasing frequency
- Budget allocation
{project-root}/.bmad/core/tasks/adv-elicit.xml
segment*profile*{{segment_number}}
Apply JTBD framework to understand customer needs
For primary segment, identify:
**Functional Jobs:**
- Main tasks to accomplish
- Problems to solve
- Goals to achieve
**Emotional Jobs:**
- Feelings sought
- Anxieties to avoid
- Status desires
**Social Jobs:**
- How they want to be perceived
- Group dynamics
- Peer influences
Would you like to conduct actual customer interviews or surveys to validate these jobs? (We can create an interview guide)
jobs_to_be_done
Research and estimate pricing sensitivity
Analyze:
- Current spending on alternatives
- Budget allocation for this category
- Value perception indicators
- Price points of substitutes
pricing_analysis
Ask if they know their main competitors or if you should search for them.
Search for competitors:
{{product_category}} competitors {{geographic_scope}} {{current_year}}
{{product_category}} alternatives comparison {{current_year}}
top {{product_category}} companies {{current_year}}
Present findings. Ask them to pick the 3-5 that matter most (most concerned about or curious to understand).
For each competitor, search for:
- Company overview, product features
- Pricing model
- Funding and recent news
- Customer reviews and ratings
Use {{current_year}} in all searches.
Share findings with sources. Ask what jumps out and if it matches expectations.
Dig deeper based on their interests
{project-root}/.bmad/core/tasks/adv-elicit.xml
competitor*analysis*{{competitor_name}}
Create positioning analysis
Map competitors on key dimensions:
- Price vs. Value
- Feature completeness vs. Ease of use
- Market segment focus
- Technology approach
- Business model
Identify:
- Gaps in the market
- Over-served areas
- Differentiation opportunities
competitive_positioning
Apply Porter's Five Forces framework
Use specific evidence from research, not generic assessments
Analyze each force with concrete examples:
Rate: [Low/Medium/High]
- Key suppliers and dependencies
- Switching costs
- Concentration of suppliers
- Forward integration threat
Rate: [Low/Medium/High]
- Customer concentration
- Price sensitivity
- Switching costs for customers
- Backward integration threat
Rate: [Low/Medium/High]
- Number and strength of competitors
- Industry growth rate
- Exit barriers
- Differentiation levels
Rate: [Low/Medium/High]
- Capital requirements
- Regulatory barriers
- Network effects
- Brand loyalty
Rate: [Low/Medium/High]
- Alternative solutions
- Switching costs to substitutes
- Price-performance trade-offs
porters_five_forces
Identify trends and future market dynamics
Research and analyze:
**Technology Trends:**
- Emerging technologies impacting market
- Digital transformation effects
- Automation possibilities
**Social/Cultural Trends:**
- Changing customer behaviors
- Generational shifts
- Social movements impact
**Economic Trends:**
- Macroeconomic factors
- Industry-specific economics
- Investment trends
**Regulatory Trends:**
- Upcoming regulations
- Compliance requirements
- Policy direction
Should we explore any specific emerging technologies or disruptions that could reshape this market?
market_trends
future_outlook
Synthesize research into strategic opportunities
Based on all research, identify top 3-5 opportunities:
For each opportunity:
- Description and rationale
- Size estimate (from SOM)
- Resource requirements
- Time to market
- Risk assessment
- Success criteria
{project-root}/.bmad/core/tasks/adv-elicit.xml
market_opportunities
Develop GTM strategy based on research:
**Positioning Strategy:**
- Value proposition refinement
- Differentiation approach
- Messaging framework
**Target Segment Sequencing:**
- Beachhead market selection
- Expansion sequence
- Segment-specific approaches
**Channel Strategy:**
- Distribution channels
- Partnership opportunities
- Marketing channels
**Pricing Strategy:**
- Model recommendation
- Price points
- Value metrics
gtm_strategy
Identify and assess key risks:
**Market Risks:**
- Demand uncertainty
- Market timing
- Economic sensitivity
**Competitive Risks:**
- Competitor responses
- New entrants
- Technology disruption
**Execution Risks:**
- Resource requirements
- Capability gaps
- Scaling challenges
For each risk: Impact (H/M/L) × Probability (H/M/L) = Risk Score
Provide mitigation strategies.
risk_assessment
Create financial model based on market research
Would you like to create a financial model with revenue projections based on the market analysis?
Build 3-year projections:
- Revenue model based on SOM scenarios
- Customer acquisition projections
- Unit economics
- Break-even analysis
- Funding requirements
financial_projections
This is the last major content section - make it collaborative
Review the research journey together. Share high-level summaries of market size, competitive dynamics, customer insights. Ask what stands out most - what surprised them or confirmed their thinking.
Collaboratively craft the narrative:
- What's the headline? (The ONE thing someone should know)
- What are the 3-5 critical insights?
- Recommended path forward?
- Key risks?
This should read like a strategic brief, not a data dump.
Draft executive summary and share. Ask if it captures the essence and if anything is missing or overemphasized.
executive_summary
MANDATORY SOURCE VALIDATION - Do NOT skip this step!
Before finalizing, conduct source audit:
Review every major claim in the report and verify:
**For Market Size Claims:**
- [ ] At least 2 independent sources cited with URLs
- [ ] Sources are from {{current_year}} or within 2 years
- [ ] Sources are credible (Gartner, Forrester, govt data, reputable pubs)
- [ ] Conflicting estimates are noted with all sources
**For Competitive Data:**
- [ ] Competitor information has source URLs
- [ ] Pricing data is current and sourced
- [ ] Funding data is verified with dates
- [ ] Customer reviews/ratings have source links
**For Growth Rates and Projections:**
- [ ] CAGR and forecast data are sourced
- [ ] Methodology is explained or linked
- [ ] Multiple analyst estimates are compared if available
**For Customer Insights:**
- [ ] Persona data is based on real research (cited)
- [ ] Survey/interview data has sample size and source
- [ ] Behavioral claims are backed by studies/data
Count and document source quality:
- Total sources cited: {{count_all_sources}}
- High confidence (2+ sources): {{high_confidence_claims}}
- Single source (needs verification): {{single_source_claims}}
- Uncertain/speculative: {{low_confidence_claims}}
If {{single_source_claims}} or {{low_confidence_claims}} is high, consider additional research.
Compile full report with ALL sources properly referenced:
Generate the complete market research report using the template:
- Ensure every statistic has inline citation: [Source: Company, Year, URL]
- Populate all {{sources_*}} template variables
- Include confidence levels for major claims
- Add References section with full source list
Present source quality summary to user:
"I've completed the research with {{count_all_sources}} total sources:
- {{high_confidence_claims}} claims verified with multiple sources
- {{single_source_claims}} claims from single sources (marked for verification)
- {{low_confidence_claims}} claims with low confidence or speculation
Would you like me to strengthen any areas with additional research?"
Would you like to review any specific sections before finalizing? Are there any additional analyses you'd like to include?
Return to refine opportunities
final_report_ready
source_audit_complete
Would you like to include detailed appendices with calculations, full competitor profiles, or raw research data?
Create appendices with:
- Detailed TAM/SAM/SOM calculations
- Full competitor profiles
- Customer interview notes
- Data sources and methodology
- Financial model details
- Glossary of terms
appendices
Load the FULL file: {output_folder}/bmm-workflow-status.yaml
Find workflow_status key "research"
ONLY write the file path as the status value - no other text, notes, or metadata
Update workflow_status["research"] = "{output_folder}/bmm-research-{{research_mode}}-{{date}}.md"
Save file, preserving ALL comments and structure including STATUS DEFINITIONS
Find first non-completed workflow in workflow_status (next workflow to do)
Determine next agent from path file based on next workflow