The studio
A repeatable system for building new products.
GrowthNodes combines product strategy, growth, engineering, automation, and commercial execution inside one founder-led studio.
The GrowthNodes Loop
From signal to software.
01
Find the signal
We start with evidence: repeated pain, an emerging behavior, an underused dataset, a distribution advantage, or a workflow that should not be manual.
02
Build the system
We turn the problem into a focused product with clear users, jobs, constraints, and economics. AI accelerates the work, but product judgment sets the direction.
03
Launch early
We release the smallest version capable of producing real behavior and useful feedback.
04
Compound what works
Strong products earn deeper investment, better automation, more distribution, and reusable infrastructure. Weak ideas are changed or stopped.
What we build
Four lanes, one operating system.
Owned products
Products conceived, built, owned, and operated by GrowthNodes, across consumer wellbeing, agentic productivity, data and enrichment, creator and commerce systems, and developer APIs.
Partner builds
Selective products created with founders, companies, or distribution partners. We only accept work that fits the product thesis and reusable capabilities.
APIs and infrastructure
Reusable data, intelligence, workflow, and payment infrastructure: enrichment endpoints, research APIs, agent tools, x402-enabled endpoints, and automation infrastructure.
Selective advisory
Founder-led strategy and implementation work in go-to-market, product growth, AI automation, agentic workflows, and distribution systems. Advisory generates revenue and deal flow, but it does not dominate the studio.
Partnership models
Structures that match the edge you bring.
Commercial structures are chosen per product, based on what the partner contributes and what the product needs to become independent.
- Paid product sprint
- Build fee plus ongoing retainer
- Revenue share
- Equity plus reduced build fee
- Joint venture
- Licensing
- White-label operation
Capabilities
The capabilities behind the portfolio.
01
Product and venture design
- Opportunity research
- Product strategy
- Business-model design
- Validation plans
- Roadmaps
- Launch architecture
02
AI-assisted engineering
- Web applications
- Mobile applications
- Agentic systems
- Model routing
- Local-first AI
- Workflow orchestration
03
Data and automation
- Scraping
- Enrichment
- Data pipelines
- Dashboards
- Trigger systems
- Human-review gates
04
Growth systems
- Go-to-market strategy
- Acquisition loops
- Outreach operations
- Content systems
- Analytics
- Monetization
05
Programmable commerce
- APIs
- Usage-based products
- x402 payments
- Wallet-integrated services
- Machine-to-machine transactions
Product criteria
We are interested when at least two of these are true.
- The problem repeats frequently
- Existing solutions are fragmented
- A useful dataset can be created
- AI changes the economics
- Distribution can be designed early
- The workflow can become infrastructure
- Users already spend money or time solving it
- The product can become independent
- There is a regulatory or operational moat
- The founder or partner has a real edge
Boundaries
What we do not build.
- Generic chatbot wrappers
- Products with no identifiable user
- Products dependent on fabricated demand
- High-risk automation with no controls
- Work that cannot become reusable knowledge or capability
- Speculative token products without a product reason
- Software built only to satisfy a trend
Bring the edge. We will help find the product.
The strongest partnerships begin with something real: unusual market access, proprietary data, a repeated workflow, domain expertise, a community, or a distribution advantage.