Dime
Winter 2024ActiveDime automates administrative busywork at healthcare clinics
Dime automates administrative busywork at healthcare clinics
Dime is a Y Combinator Winter 2024 company that began as a manufacturing software startup—"the operating system for factories"—before pivoting entirely to healthcare clinic administrative automation under the brand DimeHealth.Founded in 2023 by Ashish Bajaj and Akash Kumar, two University of Michigan alumni with roots in Metro Detroit, the company raised $500K through YC's standard accelerator investment but has not announced any follow-on funding.
The core thesis of failure is straightforward: the manufacturing product could not achieve meaningful traction, likely because enterprise MRP software sales cycles are long, integration complexity is high, and incumbents like SAP and Oracle are deeply entrenched.The pivot to healthcare introduced a new set of structural challenges—slow-moving buyers, EHR integration requirements, and HIPAA compliance overhead—at precisely the moment the company's runway was thinning.
Compounding these product and market risks is an uncertain co-founder situation that threatens the team's ability to execute and fundraise.
Ashish Bajaj and Akash Kumar are both University of Michigan alumni who grew up in Metro Detroit—the geographic and cultural epicenter of American manufacturing.[1] That shared background gave them firsthand proximity to the operational pain points of factory floors, and it shaped the original product thesis: that manufacturing, one of the most operationally complex industries in the world, was running on software built decades ago.
Bajaj brought the business and finance credentials. Before Dime, he spent four years in investment banking and private equity—first as an investment banker at Rothschild, then as an investor at TPG—before moving into operations, where he led business operations and finance functions at a Series B ghost kitchen aggregator.[2] That operational role gave him direct exposure to the chaos of running a multi-site, logistics-heavy business on inadequate software infrastructure.
Kumar brought the technical depth. After graduating from Michigan, he pursued a Master's in AI/ML at Georgia Tech, where he worked as a research assistant to Dr. James Hayes—a pioneer in self-driving technology and staff scientist at Argo AI.[2] He then spent four years as a software engineer on Snapchat's AI Platform, building production-scale AI infrastructure.[2] The combination of academic AI research and industrial-scale engineering made him well-suited to build AI-powered operational software.
The founding logic was clean: two Detroit natives, one with finance and operations experience and one with AI engineering depth, building modern software for an industry they understood personally. The original vision was to replace legacy MRP systems with an AI-native platform that could not only track production and inventory but actively predict and prevent equipment failures using telemetry data.[3]
That thesis was compelling enough to earn a spot in Y Combinator's Winter 2024 batch.[4] The exact founding date within 2023 is not publicly known, and no information is available on how the founders met or whether they had pre-existing operator relationships in manufacturing before starting the company. What is clear is that by the time the YC batch concluded in early 2024, the manufacturing thesis was already under pressure—and the company would soon make a dramatic pivot.
2023 — Dime founded by Ashish Bajaj and Akash Kumar in New York, NY, with original focus on manufacturing software.[4]
2023 — Dime launches original manufacturing product: a modern MRP system with AI-powered predictive maintenance using telemetry data, operating under the domain dimemanufacturing.com.[3]
Late 2023 — Dime accepted into Y Combinator's Winter 2024 (W24) batch, presumably on the strength of the manufacturing thesis.[4]
January–March 2024 — YC W24 batch runs. Dime participates with the manufacturing product.
2024 — Dime receives standard YC accelerator investment of $500K.[5]
Spring 2024 — YC W24 Demo Day occurs. Akash Kumar posts publicly about the difficulty of raising post-Demo Day, suggesting Dime did not close a follow-on round.[6]
Read the complete post-mortem, the rebuild playbook, and the exact reasons Dime is still worth studying now.