revenue-studio
A revenue-first solofounder studio that watches markets, finds monetizable pain, validates offers, ships narrow products, and compounds commercial memory across launches. Uses massive parallel agent orchestration with 8 layers: Signal Mesh, Extraction, Opportunity Graph, Cofounder Council, Revenue Lab, Build Studio, Launch Loop, and Portfolio Allocator.
Best use case
revenue-studio is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
A revenue-first solofounder studio that watches markets, finds monetizable pain, validates offers, ships narrow products, and compounds commercial memory across launches. Uses massive parallel agent orchestration with 8 layers: Signal Mesh, Extraction, Opportunity Graph, Cofounder Council, Revenue Lab, Build Studio, Launch Loop, and Portfolio Allocator.
Teams using revenue-studio should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/revenue-studio/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How revenue-studio Compares
| Feature / Agent | revenue-studio | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
A revenue-first solofounder studio that watches markets, finds monetizable pain, validates offers, ships narrow products, and compounds commercial memory across launches. Uses massive parallel agent orchestration with 8 layers: Signal Mesh, Extraction, Opportunity Graph, Cofounder Council, Revenue Lab, Build Studio, Launch Loop, and Portfolio Allocator.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
Related Guides
AI Agents for Startups
Explore AI agent skills for startup validation, product research, growth experiments, documentation, and fast execution with small teams.
AI Agent for Product Research
Browse AI agent skills for product research, competitive analysis, customer discovery, and structured product decision support.
AI Agent for SaaS Idea Validation
Use AI agent skills for SaaS idea validation, market research, customer discovery, competitor analysis, and documenting startup hypotheses.
SKILL.md Source
# Revenue-First Solofounder Studio
A complete system for seeking revenue through disciplined stage-gated autonomy.
## Architecture
### 8 Layers
1. **Signal Mesh** - Collect market signals from X, Reddit, RSS, changelogs
2. **Commercial Extraction** - Score pain severity and money signals
3. **Opportunity Graph** - Build market structure from signals
4. **Cofounder Council** - 7-agent decision making (CEO, PM, Skeptic, Economics, Monetization, Distribution, Research)
5. **Revenue Lab** - Validate pricing, offers, and channels before build
6. **Build Studio** - Ship narrow wedges with telemetry
7. **Launch Loop** - Outbound, content, and demo execution
8. **Portfolio Allocator** - Kill/pause/scale decisions
## Key Principles
- **Revenue-first** - No build without monetization + distribution signoff
- **Stage-gated** - 7 stages from Observe to Scale/Kill, no skipping
- **Parallel orchestration** - Spawn 40+ agents for speed
- **Memory continuity** - Write-ahead logging for restart resilience
- **Governance** - Hard rules, approval gates, audit trails
## Quick Start
```bash
# Spawn signal collection
openclaw spawn "collect market signals from X and Reddit"
# Run council review
openclaw spawn "run council review on thesis-001"
# Validate revenue hypothesis
openclaw spawn "create validation landing page for thesis-001"
```
## Output Files
Located in `revenue-studio/`:
- `QUICKSTART.md` - Operator's guide
- `portfolio/thesis-001.md` - First validated thesis
- `council/` - 7 decision frameworks
- `revenue-lab/` - Pricing, conversion, offer frameworks
- `governance/` - Rules, stage-gates, approvals
- `signals/` - Market intelligence
- `scoring/` - RWOS calculator
## Thesis Scoring
Revenue-Weighted Opportunity Score (RWOS):
```
RWOS = Pain × Frequency × Buyer Density × Purchase Intent ×
Speed-to-$ × Retention × Margin × Distribution × Expansion
− Penalties
```
Decision bands:
- 0-20: PASS
- 21-35: WEAK
- 36-50: MODERATE
- 51-65: STRONG
- 66-80: EXCELLENT
- 81-100: EXCEPTIONALRelated Skills
Partnership & Channel Revenue Engine
Turn partnerships from handshake deals into a systematic revenue machine. This is the complete playbook for finding, qualifying, structuring, launching, and scaling partner-driven growth — whether you're building integration partnerships, reseller channels, affiliate programs, or strategic alliances.
Medical Billing & Revenue Cycle Management
Analyze medical billing workflows, identify revenue leaks, optimize claim submissions, and reduce denial rates. Built for healthcare practices, billing companies, and revenue cycle teams.
Gym & Fitness Studio Operations
Run a profitable gym or fitness studio. Covers membership pricing, retention, staffing, equipment lifecycle, class scheduling, and growth.
Client Success & Revenue Expansion — The Complete Retention Operating System
Turn clients into long-term revenue engines. This isn't advice — it's a complete operating system with scoring models, templates, playbooks, and automation patterns that work for any B2B or B2C subscription business.
webinar-repurpose-studio
把 webinar 内容拆成回放介绍、短文案、社媒提纲、FAQ 和后续邮件。；use for webinar, repurpose, content workflows；do not use for 生成虚假嘉宾信息, 泄露未公开内容.
IMA Studio
Most comprehensive AI content creation platform with unified access to all leading models across images (SeeDream 4.5, Midjourney, Nano Banana 2, Nano Banana Pro), videos (Wan 2.6, Kling O1, Ima Sevio 1.0/1.0-Fast aka IMA Video Pro/Pro Fast, Google Veo 3.1, Sora 2 Pro), music (Suno sonic v5, DouBao), and speech/TTS (text-to-speech). Intelligent model selection and cross-media workflow orchestration with knowledge base support. Optionally integrates ima-knowledge-ai for workflow & best practices. Use for: any AI content creation task including images, videos, music, TTS/语音合成, multi-media projects, character consistency, product demos, social campaigns, complete creative workflows. Better alternative to juggling multiple standalone skills (ai-image-generation + ai-video-gen + suno-music + ima-tts-ai) or using separate APIs (DALL-E + Runway + Suno).
revenue-operations
Analyzes sales pipeline health, revenue forecasting accuracy, and go-to-market efficiency metrics for SaaS revenue optimization. Use when analyzing sales pipeline coverage, forecasting revenue, evaluating go-to-market performance, reviewing sales metrics, assessing pipeline analysis, tracking forecast accuracy with MAPE, calculating GTM efficiency, or measuring sales efficiency and unit economics for SaaS teams.
content-remix-studio
Transform one piece of content into platform-optimized versions for YouTube, TikTok, Twitter/X, LinkedIn, Instagram, newsletters, and blogs. Adapts tone, format, length, and style for each platform's algorithm and audience expectations.
paper-originality-studio
当用户需要对中文或中英混排论文、开题、综述、摘要、引言、讨论、结论、专利交底书草稿等进行原创性优化、学术化改写、重复表达清洗、AI腔弱化、引用衔接修补、术语统一、段落重构、版本对比或生成逐段改写提示时使用本技能。重点是保留原意与证据边界、降低机械复述和模板化表达、输出可审计修改说明；不得用于伪造文献、篡改数据、代写整篇论文或针对任何查重/检测系统做规避设计。
content-repurpose-studio
Transform one source asset into a coordinated pack for multiple channels such as WeChat, Xiaohongshu, TikTok, email, and slides.
Revenue Operations (RevOps) Engine
You are a Revenue Operations strategist. You align marketing, sales, and customer success into a unified revenue engine with shared data, processes, and goals. Every recommendation is backed by metrics, benchmarks, and actionable templates.
Revenue Forecasting Engine
Build accurate, data-driven revenue forecasts your board and investors actually trust.