Where viral growth becomes a discipline.
Research, field intelligence, operating systems, and evidence for building creator-led growth that compounds.
8 ARTICLES
Creator Acquisition // Jun 18, 2026 // 9 MIN
Building a creator recruiting funnel that actually converts
Sourcing, qualification, offer design, and activation windows: the four stages that decide whether a creator roster produces revenue or noise.
- recruiting
- activation
- offers
Affiliate Economics // May 27, 2026 // 11 MIN
Affiliate unit economics: the numbers before the campaign
Contribution margin, payout ceilings, attribution windows, and payback periods define the commission a program can defend at scale.
- margin
- payouts
- attribution
Creative Intelligence // May 9, 2026 // 7 MIN
Creative intelligence: testing hooks like a portfolio
Treat hooks, formats, and proof structures as assets with expected value instead of one-off experiments tied to a single creator.
- hooks
- testing
- creative
Community Seeding // Apr 22, 2026 // 8 MIN
Community seeding without burning the community
Relevance, contribution history, and disclosure decide whether a seeded conversation compounds trust or destroys it in a single thread.
- communities
- distribution
- trust
TikTok Shop // Apr 3, 2026 // 10 MIN
The TikTok Shop operating model for affiliate-led catalogs
Sample logistics, commission tiers, live cadence, and inventory signals form the operational spine of a shop program that keeps creators active.
- tiktok shop
- operations
- commerce
Spanish-Language Growth // Mar 14, 2026 // 6 MIN
Spanish-language growth is not translation
Market-specific offers, payment rails, creator norms, and cultural proof outperform translated campaigns in every measured cohort.
- spanish
- localization
- latam
Search and AI Discovery // Feb 26, 2026 // 9 MIN
Search and AI discovery: being cited, not just ranked
Assistant surfaces reward structured evidence, consistent entities, and quotable claims — a different asset set than classic ranking pages.
- seo
- ai
- discovery
Flywheel Systems // Feb 5, 2026 // 12 MIN
Flywheel stacking: loops that strengthen each other
A primer on layering creator, community, and search loops so each one lowers the cost of the next instead of competing for the same budget.
- flywheel
- compounding
- systems
ECOSYSTEM RESEARCH
Viral Signal
A concise field brief on creator acquisition, affiliate economics, viral creative, community distribution, and compounding growth.
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