power-user-cultivation（超级用户培养）

Power User Cultivation

This skill helps you identify your most engaged developers and turn them into advocates, contributors, and champions. No forced evangelism — just creating genuine value for developers who already love what you're building.

Before You Start

1. Load your developer audience context:

- Check if .agents/developer-audience-context.md exists - If not, run the developer-audience-context skill first - Understanding where your developers hang out and what motivates them is essential

1. Gather your data:

- Usage metrics by user - Community participation data - Support interactions (helpful answers, feature requests) - Content created about your product - Referral/invitation history

The Power User Spectrum

Not all engaged users want the same relationship:

Key insight: Don't try to push everyone up the spectrum. Meet developers where they are. Some just want a great product — that's fine.

Identifying Potential Advocates

Behavioral Signals

Look for these patterns in your data:

Usage-based signals:

- Top 10% by API calls or usage
- Using advanced/power features
- Long tenure (>6 months active)
- Multiple projects using your product
- Early adopter of new features

Community signals:

- Answers questions from other users
- Files detailed, constructive bug reports
- Requests features thoughtfully
- Active in Discord/Slack/forums
- Mentions you positively on social

Content signals:

- Wrote blog post about your product
- Created tutorial or video
- Open sourced integration or extension
- Conference talk mentioning you
- Stack Overflow answers recommending you

Social Listening for Discovery

Set up monitoring for:

1. Positive mentions:

- People recommending your product - Success stories shared publicly - "Just shipped with [your product]" posts

1. Content creators:

- Blog posts about your product - Tutorial videos - Conference talk announcements

1. Community helpers:

- People answering questions about you - Defending your product in discussions - Sharing tips and tricks

Building a Power User List

Create a simple tracker:

Score calculation:

• Usage in top 10%: +20
• Community active: +15
• Created content: +25
• Answers others' questions: +20
• Positive social mentions: +10
• Feature requests accepted: +10

Ambassador / Champion Programs

Program Design

Tiered vs flat structure:

Recommended: Start invite-only and small. Expand once you understand what works.

Benefits That Developers Value

Do offer:

Don't offer:

Champion Program Template

# [PRODUCT] Champions Program

## What Champions Do
- Share feedback directly with our team
- Help other developers in community
- Create content when inspired (not required)
- Test new features before public release

## What Champions Get
- Private Slack channel with engineering team
- Early access to all features (2-week head start)
- Annual conference ticket sponsorship ($2,000 value)
- Quarterly swag drops (quality items, not junk)
- Public recognition on our website
- Reference letters upon request

## Expectations
- Be active in community at least 1x/week
- Give honest feedback (including criticism)
- No content quotas — create when you want to
- Maintain constructive, helpful tone

## How to Join
By invitation only. We identify champions through:
- Community participation
- Content creation
- Usage and engagement

If you think you qualify, email champions@[product].com

Running the Program

Monthly rhythm:

• Week 1: Share upcoming features, gather feedback
• Week 2: Community metrics review, identify new candidates
• Week 3: Champion spotlight (blog post, tweet, etc.)
• Week 4: Feedback collection, swag/benefit delivery

Communication:

• Private Slack/Discord channel
• Monthly video call with team (optional attendance)
• Quarterly 1:1s with champion manager

Open Source Contributor Experience

Making Contribution Easy

CONTRIBUTING.md Template

# Contributing to [PROJECT]

Thanks for your interest in contributing!

## Quick Start

One command setup

make dev

or

docker-compose up

## Finding Issues

- **good-first-issue**: Great for first contribution
- **help-wanted**: We'd love help with these
- **documentation**: Improve our docs

## Making a Pull Request

1. Fork the repo
2. Create a branch: `git checkout -b feature/your-feature`
3. Make your changes
4. Run tests: `make test`
5. Push and create PR

## What to Expect

- First response within 48 hours
- We'll provide clear feedback
- Small PRs reviewed faster than large ones

## Recognition

All contributors are:

- Added to CONTRIBUTORS.md
- Credited in release notes
- Eligible for contributor swag

## Questions?

- Discord: [link]
- Email: contributors@[project].com

Contributor Recognition

User-Generated Content Programs

Types of UGC

Encouraging Content Creation

Passive encouragement:

• Showcase existing content prominently
• Retweet/share everything created about you
• Feature creators in changelog and newsletters

Active encouragement:

• "Write about us" page with resources
• Content bounty program (see below)
• Tutorial template and guidelines
• Conference talk support (slide review, practice)

Content Bounty Program

Offer compensation for content:

Guidelines:

• Must disclose sponsorship/bounty
• Content must be genuinely useful (not advertorial)
• You get first review but not editorial control
• They retain ownership

Content Bounty Page Template

# Write About [PRODUCT]

We pay developers to create great content.

## What We're Looking For

- Tutorials solving real problems with [PRODUCT]
- Integrations with popular tools
- Conference talks about [CATEGORY]
- Video content (YouTube, courses)

## Bounties

| Type | Amount | Turnaround |
|------|--------|------------|
| Blog post (800+ words) | $200-500 | 2 weeks |
| Video tutorial (5+ min) | $300-750 | 3 weeks |
| Published integration | $500-2000 | Varies |

## How It Works

1. **Pitch**: Email content@[product].com with your idea
2. **Approve**: We'll confirm scope and bounty
3. **Create**: You write/record
4. **Review**: We give feedback (you keep editorial control)
5. **Publish**: You publish on your platform
6. **Payment**: We pay within 5 business days

## Guidelines

- Must disclose: "This post was supported by [PRODUCT]"
- Must be genuinely useful (not an ad)
- You retain ownership of your content
- We may share on our channels (with credit)

## Apply

Email content@[product].com with:
- Your idea (2-3 sentences)
- Your platform/audience
- Requested bounty
- Timeline

We respond within 3 business days.

Referral Programs for Developers

What Works for Developers

Referral Program Design

Recommended structure:

Refer a developer to [PRODUCT]:

You get: $50 in credits
They get: $50 in credits + extended trial

No limits. Stack as many as you want.

Why this works:

• Both parties benefit (fair)
• Credits encourage more usage (flywheel)
• No weird commission tracking
• Simple to understand

Referral Program Template

# [PRODUCT] Referral Program

## How It Works

1. Share your referral link: [DASHBOARD/REFERRALS]
2. Friend signs up and becomes a paying customer
3. You both get $50 in credits

## Fine Print

- Credits apply to future bills (never cash out)
- Referred user must be new (no existing accounts)
- Referred user must become paying customer
- No limit on referrals
- Credits never expire

## Your Referral Link

[LINK]

## Tracking

See all your referrals at: [DASHBOARD/REFERRALS]

Making Referrals Easy

• Shareable link (no codes to remember)
• One-click copy button
• Pre-written tweet/message to share
• Dashboard showing referral status
• Email when referral converts

Community Recognition and Rewards

Recognition Hierarchy

Recognition That Matters

Do:

• Be specific about what they did
• Be public (with permission)
• Be timely (recognize quickly)
• Help their career (reference letters, intros)
• Give them platform (your blog, your stage)

Don't:

• Generic "thanks to our community"
• Private thanks for public contribution
• Delayed recognition (months later)
• Recognition without substance
• Titles without actual benefits

Swag That Developers Want

Pro tip: Ask your power users what they want. Survey > assumptions.

Recognition Workflow

When someone does something notable:

1. Screenshot/document it (tweet, PR, blog post)
2. Public thank you within 24 hours
3. Add to monthly newsletter spotlight
4. Consider for champion program if pattern continues
5. Update power user tracker

Measuring Advocate Impact

Metrics to Track

Attribution Challenges

Developer advocacy is hard to attribute. Accept that:

• Blog posts drive signups months later
• Word of mouth is invisible
• Stack Overflow answers compound
• Conference talks reach people who don't convert immediately

Track directionally, not precisely:

• Survey new signups: "How did you hear about us?"
• Track referral links when used
• Monitor social mention trends
• Correlate content with traffic spikes

Advocate ROI Calculation

Rough framework:

Champion program cost:
- Swag: $200/person/year
- Conference sponsorship: $2000/person/year
- Staff time: $5000/year total

Total for 10 champions: $27,000/year

Champion value (estimate):
- Average referrals: 5/person/year = 50 total
- Referral LTV: $1000
- Referral value: $50,000

- Content created: 20 posts
- Traffic value: $500/post = $10,000

- Questions answered: 200
- Support deflection: $25/ticket = $5,000

- Social mentions: 100
- Brand value: Hard to quantify

Estimated ROI: ~3x (conservative)

Common Mistakes

Tools

Related Skills

• developer-audience-context — Understand what motivates your developers
• developer-churn — Keep power users from leaving
• developer-listening — Find advocate candidates through monitoring
• developer-email-sequences — Nurture sequences for power users
• hackathon-sponsorship — Events where advocates can shine