LogoSkills

product:research

Executes the Research workflow as Creative Intelligence.

ํ•ญ๋ชฉ๋‚ด์šฉ
Invoke/research

/research โ€” ๊ทผ๊ฑฐ ์žˆ๋Š” ์กฐ์‚ฌ ๋ณด๊ณ ์„œ ๋งŒ๋“ค๊ธฐ#

ํ•œ๋งˆ๋””๋กœ#

"์ด๊ฑฐ ํ•œ๋ฒˆ ์•Œ์•„๋ด ์ค˜"๋ผ๊ณ  ๋งก๊ธฐ๋ฉด, ์‹œ์žฅยท๊ฒฝ์Ÿ์‚ฌยท๊ธฐ์ˆ ยท์‚ฌ์šฉ์ž๋ฅผ ๋Œ€์‹  ์กฐ์‚ฌํ•ด์„œ ๊ทผ๊ฑฐ(์ถœ์ฒ˜ ๋งํฌ)์™€ ์‹คํ–‰ ๊ถŒ๊ณ ๊ฐ€ ๋‹ด๊ธด ํ•œ ํŽธ์˜ ๋ณด๊ณ ์„œ๋กœ ์ •๋ฆฌํ•ด ์ฃผ๋Š” ๋ช…๋ น์ž…๋‹ˆ๋‹ค. ๋„์„œ๊ด€ ์‚ฌ์„œ์™€ ์ปจ์„คํ„ดํŠธ๋ฅผ ํ•ฉ์ณ ๋†“์€ ์—ญํ• ์ด๋ผ๊ณ  ๋ณด๋ฉด ๋ฉ๋‹ˆ๋‹ค.

๋ˆ„๊ฐ€ยท์–ธ์ œ ์“ฐ๋‚˜์š”#

  • "ํ”ผํŠธ๋‹ˆ์Šค ์•ฑ ์‹œ์žฅ์ด ์–ผ๋งˆ๋‚˜ ํฐ์ง€", "๊ฒฝ์Ÿ์‚ฌ ๋Œ€๋น„ ์šฐ๋ฆฌ ๊ฐ•์ ์ด ๋ญ”์ง€" ๊ฐ™์€ ๋ง‰์—ฐํ•œ ๊ถ๊ธˆ์ฆ์„ ์ •๋ฆฌ๋œ ๋‹ต์œผ๋กœ ๋ฐ›๊ณ  ์‹ถ์„ ๋•Œ
  • ์ œํ’ˆ ๊ธฐํšยท์•„ํ‚คํ…์ฒ˜ ์„ค๊ณ„ ์ „, ๊ฒฐ์ •์˜ ๊ทผ๊ฑฐ๊ฐ€ ๋  ์ž๋ฃŒ๊ฐ€ ํ•„์š”ํ•  ๋•Œ
  • ๋„ค ๊ฐ€์ง€ ์กฐ์‚ฌ ์œ ํ˜• ์ค‘ ํ•˜๋‚˜๋ฅผ ๊ณจ๋ผ์„œ ์ง„ํ–‰ํ•ฉ๋‹ˆ๋‹ค: ์‹œ์žฅ / ๊ฒฝ์Ÿ์‚ฌ / ๊ธฐ์ˆ  / ์‚ฌ์šฉ์ž (ํ˜น์€ ์ด๋“ค์˜ ํ˜ผํ•ฉ)
  • ๋ณดํ†ต 30~90๋ถ„ ์ •๋„ ๊ฑธ๋ฆฌ๋Š” ์ž‘์—…์ž…๋‹ˆ๋‹ค.

๋ฌด์—‡์„ ํ•ด์ฃผ๋‚˜์š”#

์กฐ์‚ฌ๊ฐ€ ๋๋‚˜๋ฉด research-(์ฃผ์ œ)-(๋‚ ์งœ).md ํŒŒ์ผ ํ•œ ๊ฐœ๊ฐ€ ๋งŒ๋“ค์–ด์ง‘๋‹ˆ๋‹ค. ๊ทธ ์•ˆ์—๋Š”:

  • ํ•ต์‹ฌ ์š”์•ฝ(Executive Summary) โ€” ๋ฐ”์œ ์‚ฌ๋žŒ์ด ๋จผ์ € ์ฝ์„ 3์ค„ ์š”์•ฝ
  • ์งˆ๋ฌธ๋ณ„ ๋‹ต๋ณ€ โ€” ์ฒ˜์Œ์— ์ •ํ•œ ์งˆ๋ฌธ๋“ค์— ๋Œ€ํ•ด "๊ทผ๊ฑฐ+ํ™•์‹ ๋„(์ƒ/์ค‘/ํ•˜)"๊นŒ์ง€ ๋ถ™์ธ ๋‹ต
  • ๊ฒฝ์Ÿ์‚ฌ ๋น„๊ตํ‘œ / ๊ฐ€๊ฒฉ ๋น„๊ตํ‘œ โ€” ๊ฒฝ์Ÿ์‚ฌ ์กฐ์‚ฌ์ผ ๋•Œ ํ•œ๋ˆˆ์— ๋ณด์ด๋Š” ํ‘œ
  • ํ•ต์‹ฌ ์ธ์‚ฌ์ดํŠธ 5~10๊ฐœ โ€” ๋‹จ์ˆœ ์ •๋ณด๊ฐ€ ์•„๋‹ˆ๋ผ "๊ทธ๋ž˜์„œ ์šฐ๋ฆฌ๋Š” ๋ฌด์—‡์„ ํ•ด์•ผ ํ•˜๋‚˜"
  • ๊ถŒ๊ณ  ์‚ฌํ•ญ โ€” ๋‹น์žฅ(2์ฃผ) / ๋‹จ๊ธฐ(1~3๊ฐœ์›”) / ์žฅ๊ธฐ(3๊ฐœ์›”+)๋กœ ๋‚˜๋ˆˆ ์‹คํ–‰ ๊ณ„ํš
  • ์ถœ์ฒ˜ ๋ชฉ๋ก โ€” ๋ชจ๋“  ์ฃผ์žฅ์— ๋ถ™๋Š” ๋งํฌ

์–ด๋–ป๊ฒŒ ์“ฐ๋‚˜์š”#

# ์กฐ์‚ฌ ์›Œํฌํ”Œ๋กœ์šฐ ์‹œ์ž‘
/research

๋ช…๋ น์„ ์‹คํ–‰ํ•˜๋ฉด ๋‹ค์Œ์„ ์ฐจ๋ก€๋กœ ๋ฌผ์–ด๋ด…๋‹ˆ๋‹ค. ๋‹ต๋งŒ ํ•˜๋ฉด ๋ฉ๋‹ˆ๋‹ค.

  • ๋ฌด์—‡์„ ์กฐ์‚ฌํ• ์ง€ (์˜ˆ: "ํ”„๋กœ์ ํŠธ ๊ด€๋ฆฌ ๋„๊ตฌ ์‹œ์žฅ์˜ ๊ฒฝ์Ÿ์‚ฌ")
  • ์กฐ์‚ฌ ์œ ํ˜• (์‹œ์žฅ / ๊ฒฝ์Ÿ์‚ฌ / ๊ธฐ์ˆ  / ์‚ฌ์šฉ์ž / ํ˜ผํ•ฉ ์ค‘ ํƒ1)
  • ๊ผญ ๋‹ต์„ ๋“ฃ๊ณ  ์‹ถ์€ ์งˆ๋ฌธ 3~7๊ฐœ
  • ๋ฒ”์œ„ยท์ œ์•ฝ (์˜ˆ: "๋ฏธ๊ตญ ์‹œ์žฅ๋งŒ", "B2B SaaS๋งŒ", "React ์ƒํƒœ๊ณ„๋งŒ")

์•ˆ์—์„œ ๋ฌด์Šจ ์ผ์ด ๋ฒŒ์–ด์ง€๋‚˜์š”#

์กฐ์‚ฌ๋ฅผ 8๋‹จ๊ณ„๋กœ ์ชผ๊ฐœ์„œ ์ฐจ๊ทผ์ฐจ๊ทผ ์ง„ํ–‰ํ•ฉ๋‹ˆ๋‹ค.

  1. ๋ฒ”์œ„ ์ •ํ•˜๊ธฐ โ€” ์œ„ ์งˆ๋ฌธ๋“ค๋กœ ๋ฌด์—‡์„ยท์™œยท์–ด๋””๊นŒ์ง€ ์กฐ์‚ฌํ• ์ง€ ํ™•์ •ํ•ฉ๋‹ˆ๋‹ค.
  2. ๋ฐฉ๋ฒ• ๊ณ ๋ฅด๊ธฐ โ€” ์กฐ์‚ฌ ์œ ํ˜•์— ๋งž์ถฐ ์›น ๊ฒ€์ƒ‰ยท๋ฌธ์„œ ์ˆ˜์ง‘ ๋“ฑ ์–ด๋–ค ๋ฐฉ๋ฒ•์„ ์“ธ์ง€ ์ •ํ•ฉ๋‹ˆ๋‹ค.
  3. ์ž๋ฃŒ ์ˆ˜์ง‘ โ€” ์‹ค์ œ๋กœ ๊ฒ€์ƒ‰ํ•˜๊ณ  ์ž๋ฃŒ๋ฅผ ๋ชจ์๋‹ˆ๋‹ค (๊ฒฝ์Ÿ์‚ฌ๋Š” 3~7๊ณณ, ๊ธฐ์ˆ ์€ ํ›„๋ณด๋ณ„๋กœ).
  4. ๋ถ„์„ โ€” ์งˆ๋ฌธ๋งˆ๋‹ค ๋‹ต์„ ์ •๋ฆฌํ•˜๊ณ , ์ถœ์ฒ˜๊ฐ€ ์„œ๋กœ ์–ด๊ธ‹๋‚˜๋Š” ๋ถ€๋ถ„์ด๋‚˜ ๋นˆํ‹ˆ์„ ์งš์–ด๋ƒ…๋‹ˆ๋‹ค.
  5. ๋น„๊ตํ‘œ ์ž‘์„ฑ โ€” ๊ฒฝ์Ÿ์‚ฌยท๊ฐ€๊ฒฉ์„ ํ‘œ๋กœ ์ •๋ฆฌํ•ฉ๋‹ˆ๋‹ค (ํ•ด๋‹นํ•˜๋Š” ๊ฒฝ์šฐ๋งŒ).
  6. ์ธ์‚ฌ์ดํŠธ ๋„์ถœ โ€” "๊ทธ๋ž˜์„œ ์–ด๋–ป๊ฒŒ ํ•ด์•ผ ํ•˜๋‚˜"๋ฅผ ์šฐ์„ ์ˆœ์œ„์™€ ํ•จ๊ป˜ 5~10๊ฐœ ๋ฝ‘์Šต๋‹ˆ๋‹ค.
  7. ๋ณด๊ณ ์„œ ์ž‘์„ฑ โ€” ์œ„ ๋‚ด์šฉ์„ ํ•˜๋‚˜์˜ ๋ฌธ์„œ๋กœ ๋ฌถ์–ด ํŒŒ์ผ๋กœ ์ €์žฅํ•ฉ๋‹ˆ๋‹ค.
  8. ์ƒํƒœ ๊ฐฑ์‹ ยท๋‹ค์Œ ๋‹จ๊ณ„ ์•ˆ๋‚ด โ€” ์กฐ์‚ฌ ์œ ํ˜•์— ๋งž๋Š” ๋‹ค์Œ ์ž‘์—…(๊ธฐํšยท์„ค๊ณ„ ๋“ฑ)์„ ์ถ”์ฒœํ•ฉ๋‹ˆ๋‹ค.

โš™๏ธ ์ƒ์„ธ ์˜ต์…˜ยท์‹คํ–‰ ๋ช…์„ธ (๊ฐœ๋ฐœ์ž / AI ์—์ด์ „ํŠธ์šฉ)

Workflow Overview#

Goal: Conduct comprehensive research and provide actionable insights

Phase: Cross-phase (supports all BMAD phases)

Agent: Creative Intelligence

Inputs: Research topic, research type, specific questions

Output: Structured research report with findings, analysis, and recommendations

Duration: 30-90 minutes


Pre-Flight#

  1. Load context per helpers.md#Combined-Config-Load
  2. Explain purpose:

    "I'll conduct comprehensive research on your topic. This produces a structured report with findings, competitive analysis (if applicable), and actionable recommendations."


Research Process#

Use TodoWrite to track: Define Scope โ†’ Select Research Type โ†’ Gather Information โ†’ Analyze Findings โ†’ Create Competitive Matrix โ†’ Extract Insights โ†’ Generate Report โ†’ Update Status


Part 1: Define Research Scope#

Ask user:

Q1: Research Topic

"What are we researching?"

Examples:

  • Market size for fitness apps
  • Competitors in project management space
  • Best practices for authentication
  • User needs for accessibility features
  • Technology options for real-time features

Store as: {{research_topic}}

Q2: Research Type

"What type of research?"

Options:

  1. Market Research - Market size, trends, growth, customer segments
  2. Competitive Research - Competitors, features, positioning, gaps
  3. Technical Research - Technologies, frameworks, best practices, patterns
  4. User Research - User needs, pain points, behaviors, journeys
  5. Mixed - Combination of above

Store as: {{research_type}}

Q3: Specific Questions

"What specific questions should this research answer?"

List 3-7 key questions to guide research.

Store as: {{research_questions}}

Q4: Constraints

"Any constraints or focus areas?"

Examples:

  • Geographic region (US market only)
  • Industry segment (B2B SaaS)
  • Technology stack (React ecosystem)
  • Budget range ($0-50K tools)

Store as: {{constraints}}


Part 2: Select Research Methods#

Based on research type, determine methods:

For Market Research:

  • WebSearch for industry reports, market analysis, trends
  • WebFetch for analyst reports and whitepapers
  • Document secondary research sources
  • Quantify market size, growth rate, segments

For Competitive Research:

  • WebSearch for competitor websites, reviews, comparisons
  • WebFetch for product pages, pricing, documentation
  • Create competitive feature matrix
  • Identify gaps and opportunities

For Technical Research:

  • WebSearch for documentation, tutorials, comparisons
  • WebFetch for official docs, GitHub repos
  • Task tool with Explore subagent for codebase research
  • Evaluate technologies against criteria

For User Research:

  • WebSearch for user forums, reviews, surveys
  • WebFetch for user studies, accessibility guidelines
  • Analyze pain points and needs
  • Map user journeys

Inform user:

"Research approach:

  • Method 1: {{method}}
  • Method 2: {{method}}
  • Method 3: {{method}}

Starting research..."


Part 3: Gather Information#

Execute research using appropriate tools.

Market Research

Use WebSearch for:

-  " { { market } }   market size 2025 " 
 -  " { { market } }   industry trends " 
 -  " { { market } }   growth projections " 
 -  " { { market } }   customer segments "

Capture:

  • Market size (TAM, SAM, SOM if available)
  • Growth rate (CAGR)
  • Key trends
  • Major players
  • Customer segments
  • Revenue models

Competitive Research

For each competitor (3-7 competitors):

Use WebSearch:

-  " { { competitor_name } }   features " 
 -  " { { competitor_name } }   pricing " 
 -  " { { competitor_name } }   reviews " 
 -  " { { competitor_name } }   vs alternatives "

Use WebFetch on:

  • Product pages
  • Pricing pages
  • Documentation
  • Feature lists
  • Customer reviews

Capture per competitor:

###  { { Competitor Name } } 

 **Overview:**  { { description } } 
 **Target Market:**  { { target } } 
 **Pricing:**  { { pricing_model } } 
 **Key Features:**
- Feature 1
- Feature 2
- Feature 3

**Strengths:**
- Strength 1
- Strength 2

**Weaknesses:**
- Weakness 1
- Weakness 2

**Unique Differentiators:**  { { what_makes_them_unique } } 

 **Source:**  { { url } }

Technical Research

For each technology/framework:

Use WebSearch:

-  " { { technology } }   documentation " 
 -  " { { technology } }   best practices " 
 -  " { { technology } }   vs  { { alternative } } " 
 -  " { { technology } }   performance benchmarks "

Use WebFetch for:

  • Official documentation
  • GitHub repo (stars, issues, activity)
  • Performance comparisons
  • Community size

If researching internal codebase:

  • Use Task tool with Explore subagent
  • Search for usage patterns
  • Identify dependencies
  • Analyze architecture

Capture per technology:

###  { { Technology Name } } 

 **Purpose:**  { { what_it_does } } 
 **Maturity:**  { { stable/beta/experimental } } 
 **Community:**  { { size_indicators } } 
 **Performance:**  { { benchmarks } } 

 **Pros:**
- Pro 1
- Pro 2

**Cons:**
- Con 1
- Con 2

**Best For:**  { { use_cases } } 
 **Avoid If:**  { { anti_patterns } } 

 **Source:**  { { url } }

User Research

Use WebSearch for:

-  " { { user_type } }   pain points  { { domain } } " 
 -  " { { user_type } }   needs  { { domain } } " 
 -  " user reviews  { { related_products } } " 
 -  " accessibility requirements  { { domain } } "

Use WebFetch for:

  • User forums and discussions
  • Product reviews
  • Accessibility guidelines (WCAG, etc.)
  • User research reports

Capture:

  • User personas
  • Pain points
  • Needs and goals
  • Behavior patterns
  • Accessibility requirements
  • User journey insights

Part 4: Analyze Findings#

Synthesize all gathered information.

For each research question from Part 1:

### Q:  { { research_question } } 

 **Answer:**  { { synthesis_from_research } } 

 **Supporting Evidence:**
-  { { source_1 } } :  { { finding } } 
 -  { { source_2 } } :  { { finding } } 
 -  { { source_3 } } :  { { finding } } 

 **Confidence:** High | Medium | Low
**Gaps:**  { { what_we_still_dont_know } }

Identify patterns:

  • Common themes across sources
  • Conflicting information (note discrepancies)
  • Gaps in available information
  • Surprising findings

Part 5: Create Competitive Matrix (if applicable)#

If research type is Competitive or Mixed, create feature comparison.

Matrix format:

## Competitive Feature Matrix

| Feature | Our Product | Competitor 1 | Competitor 2 | Competitor 3 |
|---------|-------------|--------------|--------------|--------------|
| Feature 1 | โœ“ Planned | โœ“ | โœ“ | โœ— |
| Feature 2 | โœ— | โœ“ | โœ— | โœ“ |
| Feature 3 | โœ“ Unique | โœ— | โœ— | โœ— |

Legend:
- โœ“ = Available
- โœ— = Not available
- โœ“ Planned = On roadmap
- โœ“ Unique = Our differentiator

Pricing comparison (if applicable):

## Pricing Comparison

| Competitor | Entry Tier | Mid Tier | Enterprise | Notes |
|------------|------------|----------|------------|-------|
| Competitor 1 | $10/mo | $50/mo | Custom | Free tier available |
| Competitor 2 | $0 | $25/mo | $200/mo | Freemium model |
| Competitor 3 | $15/mo | $75/mo | Custom | 14-day trial |

Part 6: Extract Key Insights#

Identify 5-10 actionable insights from research.

Format each insight:

### Insight  { { N } } :  { { title } } 

 **Finding:**  { { what_research_revealed } } 

 **Implication:**  { { what_this_means_for_our_project } } 

 **Recommendation:**  { { what_we_should_do } } 

 **Priority:** High | Medium | Low

**Supporting Data:**  { { sources_and_specifics } }

Categorize insights:

  • Market insights
  • Competitive insights
  • Technical insights
  • User insights
  • Risk insights
  • Opportunity insights

Part 7: Generate Research Report#

Create research report per helpers.md#Apply-Variables-to-Template

Use template: research-report.md (or generate inline)

Report structure:

# Research Report:  { { research_topic } } 

 **Date:**  { { date } } 
 **Research Type:**  { { research_type } } 
 **Duration:**  { { duration } } 

 ## Executive Summary

 { { 2-3_paragraph_summary } } 

 Key findings:
- Finding 1
- Finding 2
- Finding 3

## Research Questions

 { { questions_from_part_1 } } 

 ## Methodology

**Research approach:**
-  { { method_1 } } 
 -  { { method_2 } } 
 -  { { method_3 } } 

 **Sources:**  { { count } }   sources consulted

**Time period:**  { { date_range_of_research } } 

 ## Findings

### Research Question 1:  { { question } } 
 { { answer_from_part_4 } } 

 ### Research Question 2:  { { question } } 
 { { answer_from_part_4 } } 

 [All questions...]

## Detailed Analysis

 { { If market research: } } 
 ### Market Overview
- Market Size:  { { size } } 
 - Growth Rate:  { { rate } } 
 - Key Trends:  { { trends } } 
 - Customer Segments:  { { segments } } 

 { { If competitive research: } } 
 ### Competitive Landscape
 { { competitive_matrix_from_part_5 } } 

 #### Competitor Profiles
 { { detailed_competitor_analysis_from_part_3 } } 

 #### Competitive Gaps
- Gap 1:  { { what_competitors_lack } } 
 - Gap 2:  { { opportunity_for_differentiation } } 

 { { If technical research: } } 
 ### Technology Evaluation
 { { technology_comparisons_from_part_3 } } 

 #### Recommended Technology Stack
- Technology 1:  { { rationale } } 
 - Technology 2:  { { rationale } } 

 { { If user research: } } 
 ### User Insights
- Pain Points:  { { findings } } 
 - Needs:  { { findings } } 
 - Behavior Patterns:  { { findings } } 
 - Accessibility:  { { requirements } } 

 ## Key Insights

 { { insights_from_part_6 } } 

 ## Recommendations

### Immediate Actions (Next 2 weeks)
1.  { { action_1 } } 
 2.  { { action_2 } } 

 ### Short-term (Next 1-3 months)
1.  { { action_1 } } 
 2.  { { action_2 } } 

 ### Long-term (3+ months)
1.  { { action_1 } } 
 2.  { { action_2 } } 

 ## Research Gaps

**What we still don ' t know:**
- Gap 1:  { { unanswered_question } } 
 - Gap 2:  { { area_needing_deeper_research } } 

 **Recommended follow-up research:**
- Follow-up 1
- Follow-up 2

## Sources

1.  { { source_1 } }   -  { { url } } 
 2.  { { source_2 } }   -  { { url } } 
 3.  { { source_3 } }   -  { { url } } 

 [All sources...]

## Appendix

 { { Any additional data, charts, or detailed comparisons } } 

 ---

*Generated by BMAD Method v6 - Creative Intelligence*
*Research Duration:  { { duration } }   minutes*
*Sources Consulted:  { { count } } *

Save to: {{output_folder}}/research-{{topic}}-{{date}}.md

Inform user:

โœ“ Research Complete!

Research Type:  { { type } } 
 Sources Consulted:  { { count } } 
 Key Insights:  { { count } } 

 Document:  { { file_path } } 

 Top 3 Insights:
1.  { { insight_1_title } } 
 2.  { { insight_2_title } } 
 3.  { { insight_3_title } } 

 Top Recommendation:  { { top_recommendation } }

Update Status#

Per helpers.md#Update-Workflow-Status

Update bmm-workflow-status.yaml:

last_workflow: research
last_workflow_date:  { { current_date } } 
 research:
  reports_completed:  { { increment_count } } 
   last_research_topic:  { { research_topic } } 
   last_research_type:  { { research_type } } 
   total_sources:  { { total_count } }

Recommend Next Steps#

Based on research type and findings:

If Market Research โ†’ Business Analyst or Product Manager

Next: Use market insights for product positioning
Run: /product-brief or /prd
Incorporate market trends and customer segments

If Competitive Research โ†’ Product Manager

Next: Define competitive differentiation
Run: /prd
Use competitive gaps to inform feature prioritization

If Technical Research โ†’ System Architect

Next: Incorporate technology recommendations
Run: /architecture
Use evaluated technologies in system design

If User Research โ†’ Product Manager or UX Designer

Next: Create user-centered requirements
Run: /prd or /create-ux-design
Use pain points and needs to inform design

If Research revealed gaps โ†’ Creative Intelligence

Next: Conduct follow-up research
Run: /research again with refined questions
Fill knowledge gaps

If Research supports hypothesis โ†’ Continue to planning

Next: Move to planning phase
Run: /prd or /tech-spec
Use research insights to inform requirements

Helper References#

  • Load config: helpers.md#Combined-Config-Load
  • Apply template: helpers.md#Apply-Variables-to-Template
  • Save document: helpers.md#Save-Output-Document
  • Update status: helpers.md#Update-Workflow-Status
  • Determine next: helpers.md#Determine-Next-Workflow

Notes for LLMs#

  • Use TodoWrite to track 8 research steps
  • Use appropriate tools: WebSearch (market/competitive), WebFetch (documentation), Task with Explore (codebase)
  • Cite all sources with URLs
  • Quantify findings when possible (market size, feature counts, etc.)
  • Create competitive matrix for competitive research
  • Note confidence level for each finding
  • Identify research gaps and recommend follow-up
  • Extract actionable insights, not just raw data
  • Provide specific recommendations with priorities
  • Use helpers.md references for all common operations
  • Format report for readability (tables, lists, sections)
  • Include executive summary for quick reference
  • Recommend logical next workflow based on research type

Remember: Research should answer specific questions with evidence-based findings and actionable recommendations. Always cite sources and quantify when possible.