Birth Model vs Zio
Zio is a service. A patch records the ECG, a deep neural network flags arrhythmias, cardiac technicians validate the findings and a physician report follows, and the vendor cites 99% physician agreement on end-of-wear reports. iRhythm bills payers through Medicare-enrolled IDTFs and its site lists no price. Cardiology practices and hospitals order it for ambulatory monitoring. FDA sent iRhythm a warning letter on May 25, 2023 over a Zio AT change, and the FY2025 10-K says FDA issues remain open and a further warning letter, consent decree or recall is possible.
Birth Model alerts labor and delivery units to postpartum hemorrhage, preeclampsia and shoulder dystocia, and the vendor says it is built on 150,000 or more patient charts. A cardiology practice ordering ambulatory ECG and an obstetric service buying delivery alerts are separate purchases, since Zio reads ECG for arrhythmia. openFDA lists no clearance for Birth Model, and its homepage and company page make no FDA or non-device statement.
Decision support · Reviewed November 2, 2026

Birth Model
by Birth Model
Predictive AI for labor and delivery units: delivery timing, staffing forecasts and hemorrhage and preeclampsia risk alerts.
Zio
by iRhythm Technologies · founded 2006
Zio ECG patch service: a deep-learning algorithm flags arrhythmias, cardiac technicians validate them, and a physician report follows.
When to pick each one
Birth Model
- Risk alerts for hemorrhage, preeclampsia and shoulder dystocia
- Built on 150,000+ patient charts, vendor says
- Hospital labor and delivery units
Zio
- Zio patch with technician-validated deep-learning ECG reports
- 18 FDA 510(k) records since 2008
- Billed through Medicare-enrolled IDTFs
Score
Each row shows points earned of points available under the published rubric.
Birth Model
25of 100
Zio
69of 100
| Dimension | Birth Model | Zio | Difference |
|---|---|---|---|
| FDA clearance | 0 / 12 | 12 / 12 | -12 |
| HIPAA / SOC2 / BAA | 10 / 10 | 0 / 10 | +10 |
| EHR integrations (count) | 1.7 / 5.6 | 0 / 5.6 | +1.7 |
| Top-3 EHR coverage (Epic / Oracle / Athena) | 4.8 / 4.8 | 0 / 4.8 | +4.8 |
| Bidirectional write-back | 0 / 1.2 | 0 / 1.2 | 0 |
| Peer-reviewed papers | 0 / 21 | 21 / 21 | -21 |
| RCT / meta-analysis / systematic review | 0 / 9 | 9 / 9 | -9 |
| Funding & adoption signal | 3 / 12 | 8.4 / 12 | -5.4 |
| Pricing transparency | 1.3 / 2.5 | 1.3 / 2.5 | 0 |
| Years in market | 0 / 6 | 6 / 6 | -6 |
Scroll horizontally to see every column.
Pricing
Birth Model
| Tier | Monthly | Annual | Notes |
|---|---|---|---|
| Enterprise | n/a | n/a | No public price. The pricing page returns 404; the site offers a demo and an ROI calculator only. |
Zio
| Tier | Monthly | Annual | Notes |
|---|---|---|---|
| Enterprise | n/a | n/a | No public price. |
Evidence
Birth Model
FDA decisions
No FDA decision cited in our research as of November 2, 2026.
Zio
FDA decisions
K252859 (opens in new tab)510(k)2026-05-29
ZEUS Platform (FG0501US, DQK)
K243650 (opens in new tab)510(k)2025-08-15
Zio monitor (DFG0001)
K240177 (opens in new tab)510(k)2024-10-30
Zio AT device (A100A1001, DSI)
K240029 (opens in new tab)510(k)2024-10-21
Zio AT device (A100A1001, QYX)
K222389 (opens in new tab)510(k)2023-02-15
ZEUS System
Show 13 more
K213409 (opens in new tab)510(k)2022-07-19
ZEUS System (Zio Watch)
K202359 (opens in new tab)510(k)2021-05-21
Zio Monitor
K202527 (opens in new tab)510(k)2021-05-21
ZEUS System
K190593 (opens in new tab)510(k)2019-08-23
Zio XT ECG Monitoring System, Zio AT
K181502 (opens in new tab)510(k)2018-08-29
Zio AT ECG Monitoring System, ZEUS System
K163512 (opens in new tab)510(k)2017-06-02
Zio AT ECG Monitoring System
K143513 (opens in new tab)510(k)2015-06-19
ZIO SR ECG Monitoring Service
K142681 (opens in new tab)510(k)2014-11-21
ZEUS System
K121319 (opens in new tab)510(k)2012-07-18
ZIO PATCH
K113862 (opens in new tab)510(k)2012-02-06
ZIO PATCH
K091075 (opens in new tab)510(k)2009-07-21
ZEUS (ZIO ECG UTILIZATION SERVICE) SYSTEM
K090363 (opens in new tab)510(k)2009-05-08
ZIO PATCH Z100
K081471 (opens in new tab)510(k)2008-06-24
ECARD AND CCARD
Peer-reviewed
5 PubMed records name Zio.
- Physical activity cut-points for older adults using the Zio XT onboard accelerometer. (opens in new tab)
- Validation of a Zio XT Patch Accelerometer for the Objective Assessment of Physical Activity in the Atherosclerosis Risk in Communities (ARIC) Study. (opens in new tab)
- Zio® XT Patches in Pediatrics During the COVID-19 Pandemic: Comparisons Between In-Person and Mail-Home Application. (opens in new tab)
Compliance and integrations
Documented from each vendor’s own pages.
| Spec | Birth Model | Zio |
|---|---|---|
| Free tier | ||
| HIPAA | ||
| SOC 2 Type II | ||
| EHR integrations | Epic, Oracle Health, athenahealth | Not specified |
| Founded | n/a | 2006 |
| HQ | n/a | US |
Scroll horizontally to see both columns.
Common questions
Open the full decision support comparison
Differential diagnosis, treatment guidance, drug interactions, evidence-grounded Q&A. The CDS landscape ranges from the UpToDate gold standard to physician-only OpenEvidence. We compared what clinicians actually use.
