All autopsies

// STARTUP COMPARISON

Rapiddo vs Convoy

Rapiddo failed in 2020 due to Competition. Convoy failed in 2023 due to Bad Timing. Different causes, different sectors, different eras — but the same simulation outcome.

METRIC🔥 Rapiddo🔥 Convoy
SectorMarketplaceMarketplace
CountryBrazilUSA
Founded20182015
Died20202023
Raised$15M$1B
Peak$15M raised$3.8B valuation
Primary CauseCompetitionBad Timing

// WHY EACH FAILED

🔥 Rapiddo
Competition
Rapiddo built a same-day delivery network for Brazilian SMEs. After raising $15M, iFood expanded its logistics services beyond food delivery and Rappi entered Brazil with $400M in SoftBank funding. Both offered similar services at subsidized prices. Rapiddo could not compete on price or brand recognition and shut down in 2020.
// LESSON
In delivery, competing against SoftBank capital requires either a defensible niche (geography, product type, vertical) or an exit. A general-purpose last-mile network cannot survive a subsidized competitor with 20x your capital.
🔥 Convoy
Bad Timing
Convoy built a digital freight brokerage connecting shippers with truckers. After raising $1B and reaching a $3.8B valuation, the freight market collapsed in 2022-2023 as post-COVID supply chain normalization and economic slowdown reduced shipping demand sharply. Spot freight rates fell 50%+. Convoy's take-rate model required volume that the market could not provide. The company shut down in October 2023.
// LESSON
Digital freight marketplaces have revenue directly tied to freight market cycles. The technology doesn't create volume — it competes for existing volume. In a freight recession, the best technology in the world generates half the revenue at half the volume.

// IN THE SIMULATION

Rapiddo triggers DELIVERY_SUBSIDY_RACE — the simulation models local delivery businesses as existentially threatened when SoftBank-backed competitors enter with unlimited subsidies. $15M vs $400M is not a competitive race — it is a timeline.

Convoy triggers FREIGHT_CYCLE_COLLAPSE — the simulation models digital freight brokers as having revenue tightly correlated with spot freight market volumes. In a freight recession, take-rate models generate insufficient revenue to sustain operations regardless of technology quality.

// EXPLORE FURTHER