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Healthcare

One-Click AI Platform for Medical Image-to-Report Conversion

Improving clinical decision-making with symbolic reasoning and generative AI.

1-Click

Medical image to report conversion

100%

Compliance with GDPR, EU AI Act, and HL7 FHIR standards

Radiologist performance boost

Customer Stories

By combining symbolic reasoning (decision trees) with generative AI, the client achieved a measurable improvement in diagnostic speed, quality, and cost efficiency.

Healthcare

Industry

$10,000 to $49,999

Budget

Germany

Location

AI & Machine Learning Development, Computer Vision & Medical Imaging, AI Infrastructure & Cloud Deployment, Data Engineering & API Development, UI/UX for Clinical Platforms

Services

Challenge

The challenge involved building a system capable of processing complex patient clinical data and X-ray imagery, maintaining consistency with medical protocols, and generating structured, explainable diagnostic reports.

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Outcomes We Deliver

Solution

The result was a powerful hybrid system – blending deterministic logic with generative intelligence – capable of delivering explainable diagnostics aligned with clinical standards.

Tech Stack

To develop a building a system capable of processing complex patient clinical data and X-ray imagery, Blackthorn AI applied:

Python
TypeScript
Google Cloud Platform
PyTorch
LangChain
PostgreSQL
Docker
Roadmap

Project duration

1–4 Weeks

LLM Prototype

Data-to-report MVP (GPT-4o, Gemini 2.5); initial diagnostic report generation benchmark.

5–20 Weeks

AI Pipeline & Decision Trees

Full integration of decision trees; connection to medical knowledge base; implementation of report versioning and prompt management workflows.

7–12 (parallel) Weeks

Infrastructure Setup (Cloud & CI/CD)

FastAPI backend, Dockerized microservices, Google Cloud deployment, and automated CI/CD pipeline.

21–24 Weeks

Finalization & Handover

Testing and performance validation; documentation package; Swagger API docs; GitHub repositories; final system handover.

Team Size

6 Qualified Experts
1 x Project Manager
1 x AI Solutions Architect
1 x DevOps Engineer
1 x Web Developer
1 x AI Engineer
1 x Tech Lead

Delivering Impact

1-Click

Medical image to report conversion

Seamless AI-assisted reporting turns radiology data into structured insights with a single click.

Radiologist performance boost

Automated image-to-report workflows accelerate diagnostics while maintaining interpretability and clinical reliability.

100%

Compliance with GDPR, EU AI Act, and HL7 FHIR standards

Secure, interoperable architecture ensuring regulatory readiness across the EU healthcare ecosystem.

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