Snapsheet

Snapsheet is the pre-LLM pioneer of photo-first virtual auto claims. Founded in 2010-11 in Chicago by Brad Weisberg, its pitch in 2012 — let the policyholder upload smartphone photos and settle a minor auto claim remotely — was radical. Fifteen years later, it is the canonical "modern" rung on the FNOL and auto-damage-estimation stack.

Funding and scale. Approximately $82M raised across seed, Series A, Series B ($10M, 2015), Series C ($20M, 2016), Series D ($12M, 2017), and Series E ($30M, 2021, led by Ping An Global Voyager Fund). At that point Snapsheet publicly reported 150+ clients and $10B in processed claim volume.

Public carrier footprint. MetLife and USAA are named as strategic carrier partners in PR Newswire's Series C coverage. Beyond that, Snapsheet aggregates the claim that 16 of the top 20 P&C carriers use its platform.

Why this sits at "modern" rather than "AI-native". Snapsheet's photo-estimation relies on structured smartphone guidance and classical vision models, not generative AI. It shows the boundary well: ai-native entrants (Tractable) moved into damage estimation with end-to-end deep-learning pipelines; modern entrants (Snapsheet, CCC) still ship the dominant workflow muscle in production.