She spent three nights a week reconciling insurance commissions in a spreadsheet. Then she built the company that made the spreadsheet obsolete.
Reconciling commissions for the third night that week. That is the scene Qiyun Cai returns to when she explains why Fintary exists. Not a whiteboard epiphany, not a napkin sketch. A founder at her own insurance brokerage, buried in spreadsheets full of commission hierarchies, overrides, bonuses, and chargebacks, doing arithmetic that a machine should have done hours ago.
Today Cai is co-founder and CEO of Fintary, an AI-powered financial operations platform that automates commission processing for insurance agencies and carriers. The pitch is disarmingly plain: insurance organizations move billions of dollars in commissions every year, and a startling share of that still runs on manual spreadsheet work. Fintary turns those tangled payout structures into automated, auditable systems. The company has processed more than $500 million in annual commissions for over 50 insurance organizations, and reports that new customers reach first value in about a week.
What makes Cai worth watching is not that she found an unglamorous problem. It is that she lived inside it first. Before Fintary, she co-founded Amplify Life Insurance, a digital brokerage. Running that business is where she learned, painfully, that commission management had quietly become the thing slowing everyone down. Her line for it is sharp: what should have been a driver of growth had become a drag on it.
What should have been a driver of growth had become a drag on it.
- Qiyun Cai, on the commission problem she lived before she solved itPlenty of founders would have built a faster spreadsheet. Cai did something more interesting: she changed the category. Commissions, in her telling, are not a cost center to be minimized. They are a growth engine to be optimized. Pay agents accurately and on time, give leaders real-time visibility into profitability by carrier, product, and agent, and you turn the back office into leverage.
It sounds like a slogan until you notice it is also the product spec. Fintary's customers report eliminating weeks of monthly reconciliation, cutting the manual errors that erode trust, and raising agent satisfaction through transparent, accurate payouts delivered via white-label portals. Agents who trust their paychecks stay. Retention is a growth number. The reframe holds.
When you can pay agents accurately and on time while gaining real-time insights into profitability, you're unlocking growth potential.
- Qiyun CaiEveryone warned her that insurance resists change. It is the industry's most durable stereotype. Cai took the meetings anyway and found the stereotype was aging out. Younger leadership, she discovered, is actively hunting for modern tools, and a widening talent shortage is accelerating the appetite for automation. There are fewer people willing to spend three nights a week in a spreadsheet, so the software finally gets a hearing.
That contrarian read is a pattern with Cai. She has stood on nearly every side of the startup table. She began on the analytics team at Yammer, where she defined product and business metrics and built data tools, the kind of work that turns you into someone who trusts numbers over vibes. She earned an MBA from Harvard Business School. She spent time investing at Scale Venture Partners, evaluating SaaS, cloud, consumer internet, and mobile companies from the other side of the term sheet. Analyst, investor, operator, founder, and now founder again. The through-line is a stubborn attraction to messy data and the willingness to go fix it herself.
Fintary has raised $12.8 million, anchored by a $10 million Series A led by Infinity Ventures, with Sierra Ventures participating. Cai credits the Infinity team, Jeremy, Jay, and Sam, for hands-on help with hiring, enterprise sales, and the unglamorous mechanics of scaling B2B software. The ambition beyond commissions is straightforward: extend Fintary's AI into broader insurance financial operations, and eventually into adjacent industries, until it is the financial back-office backbone that lets carriers and agencies treat efficiency as a strategic advantage rather than a survival tax.
There is a tidy symmetry to the whole arc. A student-run food delivery company at Northwestern, where she served as CFO, gave her the founder itch early. A first insurance company handed her the problem. A second one is dissolving it. Cai did not stumble into the least glamorous corner of insurance by accident. She walked back into the room that broke her, and rebuilt it so it would not break the next founder the same way.
Her origin story has a timestamp: the third night that week spent reconciling commissions. Founders usually sand down these details. She keeps hers.
She has worn nearly every startup hat, analyst, VC, and two-time founder, which is a polite way of saying she keeps volunteering for the hard part.
Told insurance resists change, she found the opposite in younger leadership and built a company on the exception rather than the rule.
Her first company handed her the problem. Her second one dissolves it. Few founders get to fix their own worst night on purpose.