josephkchoi
I write concise, on-the-ground observations about creator marketing, TikTok distribution, and social-product dynamics. Content ranges from tool demos and agency playbooks to UGC case studies showing real acquisition costs and view performance.
Past bets that played out
Recurring themes: creator-led distribution can materially lower acquisition costs; performance-priced creator agencies (low retainers + CPM/performance bonuses) are increasingly common; and tools that surface viral outliers and performance patterns across large TikTok datasets are emerging as useful product primitives for marketers.
Post describes how effective TikTok/creator-growth agencies tend to operate (start with a small creator set, low retainers plus performance/CPM-style bonuses). It’s anecdotal guidance for influencer marketing execution rather than a market-moving datapoint, but it reinforces the broader trend toward performance-priced creator advertising and continued shift of brand budgets toward social/video channels.
Post describes how effective TikTok/creator-growth agencies tend to operate (start with a small creator set, low retainers plus performance/CPM-style bonuses). It’s anecdotal guidance for influencer marketing execution rather than a market-moving datapoint, but it reinforces the broader trend toward performance-priced creator advertising and continued shift of brand budgets toward social/video channels.
Post describes how effective TikTok/creator-growth agencies tend to operate (start with a small creator set, low retainers plus performance/CPM-style bonuses). It’s anecdotal guidance for influencer marketing execution rather than a market-moving datapoint, but it reinforces the broader trend toward performance-priced creator advertising and continued shift of brand budgets toward social/video channels.
What this channel is watching now
Tracking large-cap social ad ecosystems and creator-economy enablers: META, GOOGL, SNAP, PINS, with secondary attention to ad-tech/measurement names like TTD and MGNI. Emphasis is on how creators, UGC, and analytics tools shift marketing spend toward social/video channels.
Latest videos and market context
Short posts and pinned threads demonstrating how UGC and creator campaigns scale: examples include a $33k UGC spend yielding ~60M organic views and ~$0.13 cost-per-install, plus walkthroughs of TikTok research tools and agency operating models.
Joseph Choi @JosephKChoi Mar 11, 2025 app founder just showed me their TikTok research tool: - auto-scrolls 1000s of ...
A social post describing a TikTok research/analytics tool (auto-scrolling large volumes of videos, detecting viral outliers, categorizing by niche, and finding performance patterns) and offering beta invites. No company name, ticker, metrics, pricing, funding, or partnerships provided.
Pinned Joseph Choi @JosephKChoi Jul 1, 2025 "I need a cracked genz kid to run tiktok to go viral for my app" I get a ...
Post describes how effective TikTok/creator-growth agencies tend to operate (start with a small creator set, low retainers plus performance/CPM-style bonuses). It’s anecdotal guidance for influencer marketing execution rather than a market-moving datapoint, but it reinforces the broader trend toward performance-priced creator advertising and continued shift of brand budgets toward social/video channels.
so apparently the app founder twitter mob has decided I'm an investigative journalist this week I'm not here to arbit...
The post is about social-media drama around an app founder/cofounder situation and the author claiming to gather facts; it contains no market, company, financial, or tradable information.
these guys just spent $33k on UGC and got $0.13 per app install-- I got @Canyon_Pergande on a private call w/ app fou...
Post claims a case study where $33k spent on UGC (user-generated content) drove ~60M organic views across ~6.8k posts from 75+ creators, resulting in 162k app downloads at ~$0.13 per install (and mentions ~$0.56 CPM). Implies UGC/creator-led distribution can produce extremely low customer acquisition costs for mobile apps versus traditional paid performance channels.
Proof-backed call history
Recent work documents hands-on examples from app marketing and creator growth: beta demos of TikTok analytics tools, anecdotal agency contract structures, reporting on social media founder drama where applicable, and case studies quantifying UGC performance.
A social post describing a TikTok research/analytics tool (auto-scrolling large volumes of videos, detecting viral outliers, categorizing by niche, and finding performance patterns) and offering beta invites. No company name, ticker, metrics, pricing, funding, or partnerships provided.
A social post describing a TikTok research/analytics tool (auto-scrolling large volumes of videos, detecting viral outliers, categorizing by niche, and finding performance patterns) and offering beta invites. No company name, ticker, metrics, pricing, funding, or partnerships provided.
A social post describing a TikTok research/analytics tool (auto-scrolling large volumes of videos, detecting viral outliers, categorizing by niche, and finding performance patterns) and offering beta invites. No company name, ticker, metrics, pricing, funding, or partnerships provided.
A social post describing a TikTok research/analytics tool (auto-scrolling large volumes of videos, detecting viral outliers, categorizing by niche, and finding performance patterns) and offering beta invites. No company name, ticker, metrics, pricing, funding, or partnerships provided.
Post describes how effective TikTok/creator-growth agencies tend to operate (start with a small creator set, low retainers plus performance/CPM-style bonuses). It’s anecdotal guidance for influencer marketing execution rather than a market-moving datapoint, but it reinforces the broader trend toward performance-priced creator advertising and continued shift of brand budgets toward social/video channels.
Post describes how effective TikTok/creator-growth agencies tend to operate (start with a small creator set, low retainers plus performance/CPM-style bonuses). It’s anecdotal guidance for influencer marketing execution rather than a market-moving datapoint, but it reinforces the broader trend toward performance-priced creator advertising and continued shift of brand budgets toward social/video channels.
Post describes how effective TikTok/creator-growth agencies tend to operate (start with a small creator set, low retainers plus performance/CPM-style bonuses). It’s anecdotal guidance for influencer marketing execution rather than a market-moving datapoint, but it reinforces the broader trend toward performance-priced creator advertising and continued shift of brand budgets toward social/video channels.
Post describes how effective TikTok/creator-growth agencies tend to operate (start with a small creator set, low retainers plus performance/CPM-style bonuses). It’s anecdotal guidance for influencer marketing execution rather than a market-moving datapoint, but it reinforces the broader trend toward performance-priced creator advertising and continued shift of brand budgets toward social/video channels.
Post describes how effective TikTok/creator-growth agencies tend to operate (start with a small creator set, low retainers plus performance/CPM-style bonuses). It’s anecdotal guidance for influencer marketing execution rather than a market-moving datapoint, but it reinforces the broader trend toward performance-priced creator advertising and continued shift of brand budgets toward social/video channels.
Post describes how effective TikTok/creator-growth agencies tend to operate (start with a small creator set, low retainers plus performance/CPM-style bonuses). It’s anecdotal guidance for influencer marketing execution rather than a market-moving datapoint, but it reinforces the broader trend toward performance-priced creator advertising and continued shift of brand budgets toward social/video channels.
About this channel
I publish practical, observational research aimed at marketers, product teams, and investors who follow creator-driven distribution. My notes focus on measurable outcomes (views, installs, CPMs, CPIs) and tools/processes that influence where brand budgets move.
@josephkchoi
Most recognized assets
Unlock the full track record
Follow @josephkchoi for rapid reads and links to demos, case studies, and agency/operator interviews that illuminate creator marketing economics and emerging TikTok analytics tooling.