Healthcare AI evaluation platform

Fine-tuned ECG interpretation for clinical AI evaluation.

MedsCast helps healthcare providers evaluate a domain-specific ECG reasoning model through controlled demos, validation conversations, and customer-specific deployment planning.

Controlled demo access
Structured reasoning
Provider deployment path

ECG reasoning model

Built around structured clinical interpretation.

The controlled evaluation experience is designed to show how the model reasons over ECG findings while preserving uncertainty and clinician oversight.

Rhythm and rate interpretation
Conduction and interval reasoning
ST/T wave and morphology review
Urgent flags for clinician review
Structured confidence and limitations
Model-versioned interpretation reports

Approved-access demo

Evaluate curated ECG cases after approval.

Demo access is provided to approved healthcare, research, and provider-pilot users. Patient ECG uploads are not part of the public evaluation workflow.

1

Request access

MedsCast reviews clinical, research, or provider-pilot evaluation requests.

2

Review sample cases

Approved users browse curated ECG samples with de-identified clinical context.

3

Evaluate outputs

Structured reports, limitations, and feedback are reviewed in a controlled workspace.

Deployment path

Designed for customer-specific access decisions.

Early conversations will determine whether customers prefer a hosted model API, a dedicated private endpoint, or deployment inside their own environment.

Controlled evaluation

Approved users can review curated, de-identified ECG sample cases in a controlled demo workspace.

Hosted API

Future API access for de-identified ECG interpretation once customer requirements are defined.

Private deployment

Dedicated customer cloud, VPC, or on-prem deployment path for provider-specific governance needs.

Evaluation only

MedsCast is not presented as a standalone diagnostic device.

Demo output is for model evaluation and clinical AI discovery. Prospective clinical use requires local validation, regulatory strategy, clinician oversight, and customer-specific governance.