Quibi Launch
Katzenberg + Whitman
“"$1.75B from top investors proves premium short-form mobile content works."”
Our Simulation
Front-loaded adoption fails at 'conversion hinge.' Mobile-only + no social = no habit formation. Media diagnoses 'right content, wrong format and time.'
What Actually Happened
500K subscribers vs 7.4M target. Shut down in 6 months. Sold to Roku for under $100M.
What the Agents Said
Direct quotes from AI agents during the simulation - each with a unique persona, incentives, and behavioral logic.
“Subsidized/bundled users and organic subscribers behave as two different curves across activation, completion, revisit frequency, and paid conversion.”
“Short-form isn't that nobody watches - it's that nobody wants to pay for it by itself; it's more like dessert in a membership system, not the main course.”
“If the user base falls off a cliff at expiry, what we need is portable reach: treat short-form as plug-in ad inventory, not a bet on one subscription app's destiny.”
“When growth watches new adds, content watches reputation, ads watch fill, and partners watch activations - coordination becomes everyone optimizing for themselves.”
Agents in This Simulation
Each agent has a unique persona with distinct incentives, memories, and behavioral logic. They interact on simulated social platforms across 30 rounds.
Accuracy Scorecard (9 HITs, 0 PARTIALs, 1 MISSes)
1.7M first-week vs expectations; 500K paying vs 7.4M target
Eliminated on-the-go use case central to the thesis
TikTok surged - free, social, user-generated crushed paid/non-social
Too late to add sharing and multi-device support
Actual: 6 months 15 days
<$100M to Roku vs $1.75B invested
Simulation identified structural issues beyond pandemic
~$1.6-1.7B lost with no meaningful recovery
No casting, no TV support, no social sharing
Broader shift to AVOD not specifically predicted
Key Metrics (Ground Truth)
“The Conversion Hinge”
The simulation's deepest insight was that coordination breaks down at the measurement layer first - there was no single 'north star' metric that survived the free-to-paid handoff. Each stakeholder optimized for a different KPI (downloads, reputation, fill rate, activations), creating a fragmented response instead of a unified rescue. The 'conversion hinge' - the synchronized moment when free users evaluate value simultaneously - created a cliff rather than a slope. The simulation also predicted premium short-form would survive not as subscription but as 'bundled add-on,' which is exactly what happened when content moved to free ad-supported Roku.