Birth Model
Techstars '25North Bergen, US · Founded 2021 · 6 employees on LinkedIn · 3 known investors
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Birth Model uses machine learning and patient data to predict delivery times and optimize labor and delivery operations in hospitals. The platform helps manage staffing, reduce patient wait times, and improve operational efficiency for obstetric care providers.
Also known as Birth Model
Founders & leadership
Birth Model was founded in 2021 by Anish J. Shah.

Investors · 3
How we know: the Techstars portfolio · open dataset · Top 3000 Accelerator Startups (no YC) 2026-08 · Not right? Tell us
Also in the syndicate · 1
Valuation · disclosed
Disclosed eventsSource: SEC prospectus filings, and round valuations the company or its investors disclosed — follow each entry's link for the claim.
Company profile
researched Sep 2026Birth Model develops an AI platform for hospital labor and delivery (L&D) units that predicts delivery timing, stratifies clinical risk, and automates obstetric documentation and handoffs. Its core product set includes the "Motherboard," a real-time visual command center displaying every patient's status, risk level and estimated timelines; predictive delivery timing models; one-click SBAR handoff generation; electronic booking for inductions and cesarean sections; AI documentation with real-time ICD-10/CPT coding (branded AI Diagnotes); risk alerting for postpartum hemorrhage, preeclampsia and shoulder dystocia; and automated reportable outcomes packaged for bodies such as CMS, CDC, the Joint Commission, state perinatal quality collaboratives and health departments, commercial payers and malpractice carriers.
The platform is designed to sit inside existing clinical workflows, launching from the EHR with no additional clicks via SMART on FHIR. Birth Model states bidirectional integration with Epic, Oracle Health and athenahealth using HL7 FHIR and ADT protocols, and also links those systems to one another so that a prenatal practice record and a delivery chart form a single continuous maternal health episode. Unit-level analytics cover seven-day census forecasting, AWHONN staffing-ratio compliance alerts, delivery ETAs and outcomes dashboards. A mobile application provides HIPAA-compliant push notifications on patient status, delivery predictions and risk alerts.
The company positions itself as clinician-built, with a team of board-certified OB-GYNs, midwives and L&D nurses alongside data engineers and software developers, and markets separate offerings for hospitals, clinicians and birth centers.
Founding story
Founder and CEO Anish J. Shah, MD, FACOG, a board-certified OB-GYN, describes conceiving the company during his OB-GYN residency after observing filled labor rooms, care delays and non-labor patients occupying critical spaces, concluding that the birthing process needed to be more organized and predictable. Birth Model was created to apply patient data and machine learning to predicting delivery times, optimizing staffing and reducing patient wait times.
Business model
Birth Model sells an enterprise software platform to hospitals and health systems operating labor and delivery units, with additional packaging for independent birth centers and clinician users. Buyers are engaged through demo requests and an ROI calculator on the company's site.
Traction
Birth Model reports its models were built on more than 150,000 patient charts and cites platform metrics including ±12 minute delivery prediction accuracy, 99.1% pushing-phase accuracy, 30+ minutes saved per handoff and per patient in documentation, and 300+ data points synced. The company references hospitals already using the platform and a testimonial from the medical director of The Birth Center of NJ, and states it is hiring for two open positions.
Latest developments
Birth Model announced a $750,000 seed round led by Gurtin Ventures and the Gurtin Family Trust, structured as a SAFE at a $20 million post-money valuation, following graduation from Techstars AI Health Baltimore. Proceeds are allocated to sales and marketing expansion, product development, clinical validation research partnerships and infrastructure scaling. The provider portal indicates a Version 2 of the platform is in development.
▸Full profile — market position, technology, go-to-market, geography, history
Market position
Birth Model targets the labor and delivery segment of hospital operations, framing its value around the unpredictability of obstetric admissions — the company states over 80% of L&D admissions are unscheduled — and the resulting staffing, capacity and safety challenges. It emphasizes patented delivery-prediction models and deep EHR embedding as its position in maternal health technology.
The company differentiates on patented delivery-time prediction accuracy, zero-extra-click launch from within the EHR via SMART on FHIR, bidirectional integration across multiple EHR vendors that stitches prenatal and delivery records into one maternal health episode, under four minutes of stated training time, and a clinician-led design team.
Technology
Two patented AI models predict delivery timing, with the company citing ±12 minute prediction accuracy and 99.1% accuracy for the pushing phase, built on analysis of more than 150,000 patient charts. The platform integrates bidirectionally with Epic, Oracle Health and athenahealth via HL7 FHIR and ADT, launches in-context through SMART on FHIR and an Epic Connection Hub, and syncs more than 300 data points in real time. The company states SOC 2 Type II and HIPAA compliance and lists U.S. patents 11,664,100, 12,133,741 and 12,670,974 plus PCT application US2022/074952.
Go-to-market
The company markets directly to health systems and L&D units through demo scheduling, segment-specific pages (hospitals, clinicians, birth centers), an ROI calculator, blog and video content, and a mobile implementation track. Seed proceeds were earmarked in part for sales and marketing expansion.
Hospitals and health systems with labor and delivery units, obstetric clinicians (OB-GYNs and L&D nurses), and freestanding birth centers.
Geography
United States; the company is headquartered in the New Jersey/New York area and references hospital customers nationwide, with named clinical relationships in New Jersey.
History
The company graduated from the Techstars AI Health Baltimore accelerator and subsequently announced a $750,000 seed round led by Gurtin Ventures and the Gurtin Family Trust, bringing total funding to over $1.6 million. A next-generation release, referred to as Version 2, is described as in development on the company's provider portal.
Compiled by commissioned research from 8 cited public sources — announcements, filings, and press listed under research sources below.
Key figures
latest reportedCompany-reported or press-reported figures, each dated to when it was claimed — not independently audited.
Related companies · 1
Companies working in the same space as Birth Model.
Timeline · 3
launches, deals, and filingsBirth Model announced a $750,000 seed round led by Gurtin Ventures and the Gurtin Family Trust, structured as a SAFE at a $20M post-money valuation, bringing total funding to over $1.6 million.
$750K source ↗
The company described itself as fresh off graduation from the Techstars AI Health Baltimore accelerator at the time of its seed announcement.
Birth Model lists U.S. Patent Nos. 11,664,100, 12,133,741 and 12,670,974 and PCT application No. US2022/074952 under virtual patent marking.
Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.
▸Research sources · 8
primary sources listed
- Birth Modelbirthmodel.com · web
8 public sources were cited for this profile; the first-party ones are listed here.
Frequently asked questions
- What does Birth Model do?
- Birth Model is a healthcare AI platform that predicts delivery timing and automates labor and delivery workflows for hospitals.
- Who founded Birth Model?
- Birth Model was founded by Anish J. Shah in 2021.
- Who are Birth Model's investors?
- Birth Model's investors include Techstars, Gurtin Ventures.
- Where is Birth Model headquartered?
- Birth Model is headquartered in North Bergen, US.


