How we helped a healthcare startup increase patient onboarding by 180%arrow_right_alt
HEALTHCARE & LIFE SCIENCES

AI-assisted radiology for faster, more accurate diagnosis.

We built an end-to-end medical imaging intelligence platform that helps radiologists identify critical findings faster, improving diagnostic accuracy and patient outcomes.

  • Computer Vision
  • Machine Learning
  • AI Integration
Client
Leading healthcare partner
Industry
Healthcare & Life Sciences
Timeline
8 months
Capabilities
AI/ML/Computer Vision
Clearer insights
Healthier Tomorrows
THE CHALLENGE

The problem wasn't the data. It was turning it into decisions.

"In radiology, it's not just about finding what's there — it's about finding what matters, in time."

Healthcare organisations have access to more imaging data than ever before. But the real challenge lies in helping radiologists process this data efficiently and accurately and surface critical findings in time to make a difference.

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Volume

Thousands of images requiring expert review.

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Complexity

Critical findings can be difficult to identify consistently.

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Time

Every additional minute can affect the care journey.

OUR APPROACH

From image to insight.

We designed a structured, end-to-end approach that combines advanced AI with real-world clinical workflows.

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Medical Image

CT, MRI, X-Ray

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Pre-processing

Enhance, normalize, segment

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AI Model

Detect and classify key findings

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Detection & Classification

Identify abnormalities with confidence

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Radiologist Review

Validate and refine

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Clinical Decision

Improve patient outcomes

THE SOLUTION

Intelligence designed around the radiologist.

We built a clinical-grade AI platform that integrates seamlessly into the radiologist's workflow — helping them work faster, with greater confidence.

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Image Analysis

AI-assisted detection of relevant findings.

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Prioritization

Surface higher-risk cases earlier.

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Clinical Workflow

Integrate with existing systems (PACS, RIS)

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Human in the Loop

AI supports the specialist rather than replacing them

Radiology review workspace showing a brain MRI with AI-highlighted findings and a findings panel
INSIDE THE SYSTEM

Built for accuracy.
Built for reality.

Our architecture is designed for real-world clinical environments — scalable, secure and adaptable to different imaging modalities and use cases.

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Layered system architecture
  • Data IngestionDICOM, HL7, EHR
  • ProcessingResampling, normalization, augmentation
  • Modeling LayerCustom-trained models
  • InferenceReal-time analysis
  • IntegrationPACS/RIS/Hospital systems
  • Clinical WorkflowRadiologist review & feedback
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SecureHIPAA compliant
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ScalableCloud or on-premise
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FlexibleMulti-modality support
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ReliableBuilt for clinical use
THE RESULTS

Meaningful results for better care.

By combining advanced AI with real-world clinical workflows, we helped our partner achieve measurable improvements.

40%

Faster diagnosis

Reduced time to identify critical findings.

95%+

Model accuracy

High precision across key use cases.

Improved

Patient outcomes

Earlier detection and more timely treatment.

BEFORE AFTER

From fragmented workflow to intelligent workflow.

The same radiologists. The same data. A fundamentally better way to work.

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    Manual reviewTime-intensive image analysis
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    Sequential processingCases reviewed in order of arrival
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    Multiple toolsDisconnected systems
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    Delayed insightsCritical findings can be missed
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    AI-assisted reviewRelevant findings highlighted
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    Prioritized casesHigher-risk cases surfaced first
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    Connected workflowIntegrated with existing systems
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    Faster decisionsTimely, accurate and actionable insights
WHAT WE LEARNED

AI works best when it works with people.

The most effective AI solutions are built around real users, real constraints and real workflows. By working closely with radiologists throughout the process, we were able to design a solution that adds value without adding complexity.

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Understand

What really matters to clinicians.

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Collaborate

Domain experts make better AI.

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Design for impact

Technology should empower people

RELATED WORK

More Real-World Impact.

READY TO BUILD WHAT'S NEXT?

Not sure where to start? Start with the problem.

Tell us what you're trying to achieve. We'll help you explore the right approach from idea to impact.

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Contact us

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