Bench Accounting (Vancouver, founded 2012) offered bookkeeping for small businesses: software plus human bookkeepers, on subscription. It raised roughly $113M, served an estimated 35,000 small businesses, and abruptly shut down on December 27, 2024 — between Christmas and New Year, with clients losing access to their own financial records days before tax season. Assets were acquired by Employer.com within three days (GeekWire, December 2024). The structural problem: a human-in-the-loop services business has gross margins in the 40–60% range, not 80%, and costs that scale nearly linearly with customers. Venture capital priced it as software.
Olive AI (Columbus, Ohio, founded 2012) sold healthcare revenue-cycle automation — "the internet of healthcare," an AI workforce for hospitals. It raised roughly $856M and hit a $4B valuation in 2021. Customers reported that the product did not deliver the promised automation; much of the work was manual behind the scenes, and implementations underperformed. Olive sold its two remaining business lines and wound down in late 2023 (Fierce Healthcare, 2023; Becker's timeline).
Shared lesson. If humans do the work, you have a services business, and services businesses have services economics. Both companies raised at software multiples against margin structures that could never support them. The 2024–2026 wave of "AI-native services" companies is running the same experiment again, with the added variable that the automation might actually work this time. It might not.
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