Pie Insurance: Three minutes to quote. Years to get the maths right.

Dana Dumas started with jam-filled sugar cookies at a Phoenix farmers’ market. Her business, SugarJam, eventually became a restaurant, bar and bakery in Scottsdale. The insurance problem grew along with it: a changing business still needed coverage that made sense. In Pie’s customer case study, Dumas calls the experience “wonderfully easy.” There is something pleasantly absurd about a company called Pie insuring someone who actually makes it.

That small story explains the attraction. Workers’ comp helps pay medical costs and replace lost wages after work-related injuries. A restaurant owner wants a policy, a manageable bill and help when somebody gets hurt. Pie’s proposition is to make the purchase less of an administrative expedition. Behind that agreeable front door sits a business requiring rather less agreeable arithmetic.

The analytics nobody bought

Pie began in 2017 with John Swigart and Dax Craig. Swigart had spent 13 years on Esurance’s executive team, working in finance and marketing. Craig brought the analytics perspective. In a 2020 interview, he described trying to sell insurance-pricing technology to existing insurers. The reception was sufficiently disappointing that he decided to build an insurance company instead.

“We kept trying to get people to pay attention and nobody would”Dax Craig, describing Pie’s beginnings, 2020

The first failure, in this telling, was getting the industry to buy the idea. Pie’s answer was to take responsibility for the product the idea was supposed to improve. It began selling workers’ comp policies in March 2018. Its theory: examining risks more closely could reveal good small-business accounts that broad categories priced poorly.

Make a small account worth the trouble

A small policy presents an awkward problem for an agent: the work can be considerable even when the account is modest. Pie chose to sell directly and through agents from the beginning. Its website offers a three-minute quote and savings of up to 30%, with individual results varying. The significance is the time removed from the transaction, especially for somebody handling many such accounts.

The company gives partners a portal and a REST API. An agency can check whether a business fits Pie’s appetite, request a quote, upload documents and retrieve bindable quotes without rebuilding its entire workflow. In February 2024, an Ivans integration added automatic delivery of workers’ comp policy information into agency management systems. Few revolutions arrive wearing the words “policy-data download.” Agents might appreciate this one.

By year-end 2025, Pie reported more than 55,000 policies in force and over 5,000 agency partners. Its August Connecticut launch put workers’ comp in 39 states plus Washington, D.C. The audience includes employers in restaurants, construction, landscaping, retail and manufacturing. Compared with established alternatives such as Employers, Travelers or The Hartford, Pie’s pitch centres on small-business risk selection and an easier buying workflow.

A cheque is not a business model

Building this machinery required substantial backing. Pie announced a $118 million Series C in March 2021 and a $315 million Series D in September 2022, taking its reported funding above $615 million. These are financing figures, not the cost of building its software. Insurance also needs capital behind the promises printed in its policies.

Pie moved towards issuing workers’ comp through its own insurance companies, describing the transition in 2023 as a way to gain more control and flexibility. Its current disclosures say The Pie Insurance Company and affiliates underwrite workers’ comp. Other advertised lines, including commercial auto and general liability, use unaffiliated insurers. The business earns its living from selling, administering and underwriting insurance.

The expansion also followed existing customer relationships. A Ford Credit collaboration launched Ford Pro Insure in 2023. Pie sells and administers that commercial auto coverage; Ford’s American Road Insurance Company underwrites it. Buying a work vehicle is an obvious moment to think about insuring one.

Then the financing assumption changed. In May 2023, Swigart said future fundraising looked further away than expected. Pie revised its three-year plan to reach profitability with existing cash, identified more than $25 million in annual expense reductions and eliminated 66 roles. The layoffs followed efforts to cut other spending. A large bank balance still had a deadline.

The bill that arrives later

A second test came from claims. AM Best reported material underwriting losses in 2023 tied to adverse reserve development in Pie’s New York business. In plain language, previously estimated claims became more expensive. The agency placed the insurance group’s ratings under negative review in March 2024. A quick quote cannot make a slow-developing liability disappear.

In March 2025, AM Best removed that review and affirmed the group’s A- rating with a stable outlook. It cited stabilized reserves, a reserve commutation that reduced balance-sheet risk, and profitability in 2024 for the rated group. Pie Casualty’s April 2026 disclosure again shows A- with a stable outlook. Those findings concern the rated insurance entities; they do not establish a separately audited profit figure for the whole venture-backed parent.

What travels beyond insurance

The practical lesson is to improve the work around a purchase. Pie’s pay-as-you-go option bases premiums on actual payroll and removes the initial deposit for eligible customers. An annual audit still matters. Its online account lets policyholders retrieve documents and certificates. These are small conveniences with consequences for cash flow and time.

For another business, the copyable idea is to make the trusted intermediary more productive and align billing with the customer’s real activity. That requires reliable data and a product whose economics survive scrutiny. Pie’s approach is less useful where the business falls outside its state coverage or underwriting appetite, or needs coverages and service beyond the offered policy. A cheerful name can invite the first conversation. The promises underneath it have to last considerably longer.