All autopsies

// STARTUP COMPARISON

Olist (2022 restructuring) vs Convoy

Olist (2022 restructuring) failed in 2022 due to Unit Economics. Convoy failed in 2023 due to Bad Timing. Different causes, different sectors, different eras — but the same simulation outcome.

METRIC🔥 Olist (2022 restructuring)🔥 Convoy
SectorMarketplaceMarketplace
CountryBrazilUSA
Founded20152015
Died20222023
Raised$200M$1B
Peak$1.4B valuation$3.8B valuation
Primary CauseUnit EconomicsBad Timing

// WHY EACH FAILED

🔥 Olist (2022 restructuring)
Unit Economics
Olist, a Brazilian marketplace platform enabling SMEs to sell on major e-commerce platforms, raised $200M and reached $1.4B valuation. Post-COVID e-commerce normalization in 2022 reduced GMV growth below plan. Combined with its 2021 acquisition of Pax (logistics) and Vnda (e-commerce SaaS), the expanded cost base exceeded revenue growth. Olist laid off 350 employees in 2022 and restructured its multi-product strategy.
// LESSON
Acquisitions made at the top of a COVID-era growth cycle create cost bases sized for peak-scenario revenue. When growth normalizes, the acquired assets become overhead. Size acquisitions for trend growth, not peak-cycle growth.
🔥 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

Olist triggers ACQUISITION_COST_BASE_TRAP — the simulation models platform companies that acquire complementary businesses during a growth peak as creating a fixed cost base they cannot sustain when growth normalizes.

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