Case study · AI in production

AI Embryo and Egg Assessment Platform for IVF Clinics

An explainable-AI decision-support platform for fertility clinics that assesses embryo and egg quality, tracks lab performance and shares treatment progress with patients. WeyBee engineers work on the product's software.

Product engineeringHealthcare software
IndustryMedical technology
EngagementStaff augmentation
ServicesProduct engineering · Healthcare software
PlatformCloud platform · AI decision support · Time-lapse imaging integration
Embryo reviewWeyBeeAI
AI result
Stage
Grade
Ranked
Model active
~33%less admin time for embryologists
96%blastocyst prediction accuracy
FDA / CEcleared products
The client

Embryologists choose which embryo to transfer by assessing development visually, which is time-consuming and varies between people. This platform analyses time-lapse imaging and millions of data points to give clinicians an objective, explainable assessment of embryo and egg quality. It also monitors lab performance and turns lab data into clear updates for doctors and patients. The products are FDA cleared and CE marked in their respective markets.

The challenge
  • Give clinicians objective assessments while showing exactly why the AI reached each result.
  • Automate lab annotations and remove manual data entry.
  • Connect with lab equipment and clinic record systems securely.
  • Meet the quality and documentation standards of a regulated medical device.
What WeyBee did

WeyBee engineers work within the client's product team on the cloud platform around the AI: clinician dashboards, lab performance tracking, integrations with clinic systems, and patient-facing treatment insights. They follow the client's quality and regulatory processes. The client owns the AI models and clinical validation.

What it does
Embryo assessment

Automated development annotations and objective, explainable embryo ranking.

Egg assessment

Oocyte quality assessed from a single image to support fertility preservation.

Lab performance

Automatic KPIs that flag issues early and prevent costly lab deviations.

Treatment insights

Lab data turned into clear visuals for doctors and patients.

Remote access

Secure cloud access for clinicians from tablet and mobile.

Clinic integration

Connects with clinic record systems to remove manual data entry.

AI Engineering

Engineering the cloud platform
around explainable AI for IVF

The client's explainable-AI models assess embryo and egg quality. WeyBee engineers work in the product team on the software that brings those assessments to clinicians and patients.

AI results clinicians can trust

Dashboards present each assessment with the reasons behind it, so embryologists can act on it.

Lab performance tracking

Quality indicators across the lab, built on the same data the AI uses.

Connected to clinic systems

Integrations with time-lapse imaging and clinic records bring the AI into the daily workflow.

Patient-facing insight

Treatment progress is shared with patients in a clear, secure view.

Explore AI Engineering
IMAGINGSources unified
AI MODELModel in production
ASSESSMENTSignals surfaced
DASHBOARDInside the product
PATIENT VIEWWork done
Results
  • Embryologists spend about a third less time on routine admin work.
  • More consistent, objective embryo selection, with the reasoning visible to clinicians.
  • Used by fertility clinics internationally, with regulatory clearance in major markets.
Technology
Cloud platformAI decision supportTime-lapse imaging integrationEMR integration
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