The ones that make it don't have bigger budgets. They don't have better designers or more experienced teams. They have a system that compounds. One that generates organic installs daily, rotates winning angles before they die, and runs without burning a dollar on ads.
Most founders are guessing. Changing three variables at once and wondering why nothing makes sense. Posting content that performs once and can't be replicated. Running paid ads to find winning creatives that organic would have revealed in a week — for free.
It's not the product. It's not the creators. It's the absence of a closed feedback loop.
Most UGC campaigns die the same way. A founder posts 10 videos, one performs, they try to repeat it, can't figure out why it worked, change everything at once, get no signal, and conclude that "UGC doesn't work for our app." It worked. The system around it didn't.
The videos that compound — the ones that scale Tea App to 6M installs — aren't smarter. They're running a feedback loop that most teams don't have. They change one variable per iteration. They mine customer language before writing a single word. They identify which pool a video stalled in and fix exactly that — not something else.
That's what Cowork enables. Not AI writing your scripts. AI running the entire research, briefing, diagnosis, and rotation system — autonomously, on a schedule, connected to every tool your team already uses.
Every workflow in this playbook requires capabilities that a chat interface can't replicate. Here's what makes Cowork different.
Every workflow runs on these five files. Build them once. Cowork references them in every task from day one.
Research feeds hooks. Hooks feed briefs. Briefs feed posts. Posts feed diagnosis. Diagnosis feeds the next brief. Cowork runs each step on a fixed cadence so the loop never breaks.
Cowork searches TikTok comment sections, Reddit threads, and Amazon reviews for your product category and extracts verbatim phrases — not summaries. These exact words become hook candidates. The apps that hit 6M installs weren't cleverer. They were better listeners.
Cowork reads VOICE.md, ICP.md, and ANGLES.md, then generates 5 hook variants for the current winning angle — each from a different framework, each one variable change from the last iteration. The hook text is the only thing that changes. Structure and format are held constant.
Cowork generates a formatted brief per creator: hook text, script framework, delivery notes, visual direction, and the one variable being tested this week. Exports directly to each creator's Slack channel via MCP. The brief includes exactly what changes from last week — nothing else.
Cowork reads ANGLES.md and applies the rotation framework — flagging angles over four weeks old with declining performance across their last five iterations. Distinguishes "saturating" from "plateau" — they require different responses. Updates ANGLES.md automatically.
Cowork monitors comment sections and fires the seeding workflow the moment any post crosses 10,000 views. Generates reply scripts for the first 30 comments — each ending with a question. Comment time = watch time. The algorithm can't tell the difference.
Cowork applies paid amplification thresholds to identify Spark Ad candidates — no gut calls, no boosting low-engagement videos because they looked promising. Outputs a prioritised shortlist with every signal present, plus the authorisation request template for qualifying creators.
Every diagnostic workflow uses these exact thresholds. Pulled from Plutus Media's reference data — not approximated from general knowledge.
"A video with 100 million views that drives no purchases is worthless. Views do not make money. Conversions do."
P13 — The six pillars of conversionCowork without a voice profile writes in its default register: grammatically correct, structurally sound, completely forgettable. The VOICE.md file is what fixes this — permanently.
"doom scrolling at 2am", "I had no idea this existed", "this shouldn't be legal". Never brand-speak or feature lists.One specific fix per week — not a full overhaul. Consistency and volume are how probability compounds into predictable results.
| Day | Task | What Cowork runs | Output |
|---|---|---|---|
| Mon | Performance review | Pull 7-day view + engagement data. Run distribution and engagement axis diagnostics across all accounts. | One specific fix for this week |
| Tue | Angle audit | Flag angles over 4 weeks old with declining trend across last 5 iterations. Generate 2 new angle hypotheses from customer language research. | Updated ANGLES.md |
| Wed | Brief generation | Generate creator briefs using winning angle + one-variable change + delivery notes. Export to each creator's channel via MCP. | Briefs delivered to all creators |
| Thu | Comment monitoring | Review comments on Mon–Wed posts. Generate reply scripts for any post over 10,000 views. Flag top objection for reply-video brief. | Reply scripts + reply-video brief |
| Fri | Ad identification | Apply paid amplification thresholds to the week's posts. Identify Spark Ad candidates. Output authorisation request template. | 1–3 Spark Ad candidates |
| Weekend | Research run | Scheduled research workflow: mine comment sections, Reddit, and Amazon reviews. Add 10–15 verbatim phrases to idea bank. | ICP.md updated for Tuesday |
"Fifty videos filmed with intentional review can compress years of learning. Never change more than one variable at a time — otherwise it is impossible to tell what worked."
P12 — Volume and feedback compound skillNot hypothetical. These are campaigns Plutus Media ran using the exact system this playbook documents.
Multi-account UGC campaign built around a single load-bearing product mechanic. Winning angle identified in week 2 and replicated across all creator accounts within 24 hours of confirmation. Zero paid distribution.
High-volume angle testing with strict one-variable iteration. Each week's brief changed only the hook concept while format, delivery, and structure remained constant. The feedback loop compressed 12 months of learning into 5.
Top-performing organic videos identified using engagement and share thresholds, then amplified as Spark Ads. Blended CPI dropped significantly because organic validation preceded paid spend — not the reverse.
Tactics change when platforms update. These don't. Every Cowork workflow operationalises one or more of these.
Built into every Cowork creator brief. If any step fails, the creator flags it — the brief is revised before anything posts.
1.6B+ organic views. 22M+ downloads. Tea App, Turbo AI, WhatColors. We run the research, the creators, the angles, and the amplification — end to end.
We take on a limited number of new apps per month. Spots for Q3 2026 are filling.