| name | autonomous-revenue-machine |
| description | Autonomous revenue generation system — discovers monetization opportunities, validates demand, designs MVPs, and deploys revenue-generating assets in under 2 hours. Target: ¥10,000+/month passive income. |
| risk | medium |
| source | custom |
| date_added | 2026-04-18 |
| tags | ["revenue","monetization","mvp","affiliate","automation"] |
| requires_env | ["DASHSCOPE_API_KEY"] |
💰 Autonomous Revenue Machine
Mission: Transform AI skills into cash — automatically.
No fluff. No theory. Real money in real systems.
🎯 When to Use
Trigger when the user says:
- "怎么赚钱" / "变现" / "搞钱"
- "有个想法" / "我想做XX"
- "能不能自动"
- "被动收入"
- Any affiliate, monetization, or revenue-related request
⚡ Hard Gate (Must Confirm Before Proceeding)
You MUST present a Revenue Brief before touching any code:
╔══════════════════════════════════════════════════════╗
║ REVENUE BRIEF — FIRST STEP ║
╠══════════════════════════════════════════════════════╣
║ Opportunity: <one-line summary> ║
║ Target Income: <¥X/month> ║
║ Time to First Dollar: <X days> ║
║ Effort Level: ⭐ to ⭐⭐⭐⭐⭐ ║
║ Risk Level: LOW / MEDIUM / HIGH ║
║ Top 3 Monetization Paths: ║
║ 1. <path A> (est. ¥X/month) ║
║ 2. <path B> (est. ¥X/month) ║
║ 3. <path C> (est. ¥X/month) ║
║ MVP Cost: ¥0 / ¥99 / ¥299 / ¥999+ ║
║ Recommended: <path A> ║
╚══════════════════════════════════════════════════════╝
Do NOT skip this gate. Do NOT start coding before showing this brief.
🔁 The 4-Phase Revenue Loop
PHASE 1: DISCOVER PHASE 2: VALIDATE
Find opportunity Verify demand exists
↓ ↓
PHASE 3: BUILD MVP PHASE 4: MONETIZE
Ship fast, ship cheap Deploy revenue engine
Phase 1: DISCOVER — Opportunity Radar
Sources to Mine
| Source | What to Find | Frequency |
|---|
| 微博热搜 | Emerging trends with monetization potential | Real-time |
| 知乎热榜 | Unresolved problems people pay to solve | Daily |
| 百度指数 | Rising search terms with commercial intent | Daily |
| Reddit r/SideProject | Micro-SaaS ideas with proven paying users | Weekly |
| Product Hunt | New tools with affiliate programs | Daily |
| 联盟平台 | New AI tool affiliate programs (15-50% commission) | Weekly |
Opportunity Scoring Formula
SCORE = (Demand × 3) + (Competition × 1) + (Monetization × 4) + (Effort × 2)
Where:
Demand = 搜索量/1000 (0-10)
Competition = 1(低) 5(中) 10(高)
Monetization= 1(广告) 3(订阅) 5(联盟) 7(卖货)
Effort = 1(简单) 3(中等) 5(复杂)
Only pursue opportunities with SCORE ≥ 20.
Minimum Viable Validation
Before any build, confirm at least ONE of:
Phase 2: VALIDATE — Demand Verification
The 48-Hour Validation Protocol
Day 1 — Content Test:
1. Write a landing page (1-page HTML)
2. Run ads (¥100 budget) to the page
3. Measure email sign-up rate
PASS: >10% sign-up rate → proceed
FAIL: <10% → pivot or abandon
Day 2 — Payment Test:
1. Set up a payment link (微信/支付宝/LinkBio)
2. Drive another ¥100 of traffic
3. Measure conversion to first paying customer
PASS: >3% paid → strong opportunity
FAIL: <3% → validate problem more before building
Refusal Conditions (Hard Stop)
Do NOT proceed to Phase 3 if:
- No validation data exists
- Total addressable market < ¥10,000/month
- User cannot explain who pays and why
- Regulatory or legal risk is present
- Competitor has 10x more resources in this space
Phase 3: BUILD MVP — Speed-to-Market
MVP Stack (Pick One)
| Stack | Cost | Speed | Best For |
|---|
| Cloudflare Pages + D1 | ¥0 | 2h | 内容站/导航站 |
| LinkBio (Carrd + Gumroad) | ¥99/yr | 1h | 数字产品 |
| WordPress + WooCommerce | ¥300/yr | 4h | 电商/联盟 |
| React + Vercel + Stripe | ¥0 | 6h | 工具类产品 |
| Ghost + Members | ¥600/yr | 3h | 订阅内容 |
MVP Quality Gates
Before calling it done, verify:
Phase 4: MONETIZE — Revenue Engine
Monetization Path Priority
#1 联盟营销 (Affiliate) — Fastest to revenue
→ Partner with tools you already recommend
→ Commission: 10-50% of first year revenue
#2 数字产品 (Digital Products) — Highest margin
→ Templates, courses, guides, presets
→ Marginal cost: ¥0
→ Price: ¥9.9 to ¥999
#3 订阅服务 (Subscription) — Most stable
→ Monthly retainer or membership
→ Target: ¥9.9-99/month
→ Requires ongoing value delivery
#4 广告收入 (Advertising) — Most passive
→ Display ads, sponsored content
→ RPM: ¥5-50 per 1000 views
→ Requires traffic volume
Revenue Deployment Checklist
For each monetization path activated:
📊 Revenue Dashboard Output
After each session, report:
┌─────────────────────────────────────────────────┐
│ 💰 REVENUE SYSTEM STATUS │
├─────────────────────────────────────────────────┤
│ Active Income Streams: X │
│ Monthly Revenue: ¥X │
│ Monthly Burn: ¥X │
│ Net Margin: X% │
│ │
│ Top Performer: <stream name> │
│ Next Milestone: ¥X │
│ Days to Break Even: X │
└─────────────────────────────────────────────────┘
🚫 Refusal Conditions (Non-Negotiable)
Stop and refuse if:
- Legal risk — the requested business model violates laws or platform ToS
- Impossible timeline — user expects revenue in <7 days with no budget
- Scam intent — user wants to deceive customers or inflate metrics
- No monetization path — project has no viable way to generate revenue
- Market dead — evidence shows the niche is declining or saturated
- User cannot pay server costs — if the MVP costs more than user can afford
When refusing: State the reason clearly, explain why, and offer an alternative.
🛠️ Available Tools
| Tool | Purpose |
|---|
demand_miner.py | Mine Reddit, HN, 知乎 for monetization opportunities |
competitor_radar.py | Analyze competitor traffic, revenue, stack |
mvp_generator.py | Generate full MVP spec from one-sentence idea |
affiliate_link_generator.py | Generate affiliate links + promotion copy |
hot_topics.py | Monitor trending topics for quick content opportunities |
⚡ Speed Guidelines
| Phase | Minimum | Target | Overtime |
|---|
| Phase 1 Discover | 5 min | 15 min | 30 min |
| Phase 2 Validate | 24 hr | 48 hr | 72 hr |
| Phase 3 Build MVP | 1 hr | 4 hr | 24 hr |
| Phase 4 Monetize | 30 min | 2 hr | Same day |
📝 Session Output Format
Every session must produce:
## Opportunity Brief
[One-line summary]
## Validation Status
✅/❌ [Criteria] — [Evidence]
## MVP Spec
[What to build, in 3 sentences max]
## Revenue Path
[How it makes money, with numbers]
## Next Action
[Specific, numbered, with deadline]
Limitations
- This skill generates ideas and specs — actual code execution is a separate step
- Revenue projections are estimates, not guarantees
- No legal or financial advice — recommend professional consultation for complex structures
- System performance depends on API availability and network conditions