Background for AI Diagnostics
    AI for Diagnostics

    AI Agents That Augment Diagnostic Precision

    Alice Labs builds AI agents that augment — never replace — diagnostic radiologists and pathologists. Our computer vision models pre-read imaging studies in seconds, flag critical findings, quantify measurements, and prioritize worklists — reducing diagnostic turnaround by 40-60% while maintaining full clinician oversight. Built for HIPAA, GDPR, and MDR requirements.

    Built for HIPAA & MDR
    Human-in-the-Loop
    30-90 Day Delivery
    Senior team

    Part of the team that delivers

    An experienced team with broad AI and tech backgrounds from leading companies

    Linus Ingemarsson, Co-founder & AI Consultant

    Linus

    Co-founder & AI Consultant

    Alice, CEO & Co-founder

    Alice

    CEO & Co-founder

    Jens, AI Consultant

    Jens

    AI Consultant

    Eric, Co-founder & AI Consultant

    Eric

    Co-founder & AI Consultant

    Lisa, Project Lead & Implementation

    Lisa

    Project Lead & Implementation

    Why enterprises pick Alice Labs

    Production-grade AI delivery, EU-native, senior team

    100+
    AI implementations shipped
    across Europe
    85%
    Of clients see ROI
    within 12 months
    EU-native
    AI Act & GDPR ready
    Stockholm-based, EU data residency
    Senior team
    Hands-on delivery
    Experienced practitioners

    Results From Our Clients

    Verified outcomes from completed AI implementations

    AI AgentFood & Grocery

    AI Agent for Order Management

    Ljusgårda (Supernormal Greens)

    $250K/year saved
    • 83% cost reduction
    • 70-80% automation
    • 6-week implementation
    AI AutomationPublic Sector

    Document Automation: 60h → 3min

    Public Sector

    6,400–8,000 h/year freed
    • 95% time reduction
    • 60h → 3min/doc
    • 1000+ hours/month saved
    AI AutomationMedia & Publishing

    AI-Driven Content Production

    Media Company

    $40K/month revenue
    • $100K first year
    • $40K/month recurring
    • 12-month build-up

    Ready to see similar results?

    Book a free discovery call - we'll map your highest-impact AI opportunities.

    Top AI Use Cases in Diagnostics

    Where AI agents deliver the highest impact in diagnostic medicine

    1. Radiology AI & Worklist Prioritization

    Radiologists face growing study volumes — 15-25% annual increases — with no proportional staffing growth. AI agents pre-read CT, MRI, and X-ray studies in seconds, flag critical findings (stroke, PE, fractures), and reprioritize worklists so urgent cases are read first. Turnaround time for critical findings drops from hours to minutes.

    Key Deliverables:

    Critical finding detection
    Automated measurements
    Worklist prioritization
    Structured report pre-population

    2. Digital Pathology & Biomarker Quantification

    Manual pathology review is subjective, time-consuming, and prone to inter-observer variability. AI agents analyze whole-slide images at cellular resolution — counting mitotic figures, quantifying biomarkers (Ki-67, PD-L1, HER2), detecting tumor margins, and grading specimens with consistent, reproducible accuracy.

    Key Deliverables:

    Whole-slide image analysis
    Biomarker quantification
    Tumor grading assistance
    Quality assurance flagging

    3. Oncology Imaging & Treatment Response

    Tracking tumor response across multiple imaging timepoints requires precise measurements and longitudinal comparison. AI agents automate RECIST measurements, quantify volumetric changes, correlate imaging with genomic data, and flag progression earlier — enabling faster treatment adjustments.

    Key Deliverables:

    Automated RECIST measurements
    Volumetric tumor tracking
    Treatment response quantification
    Longitudinal comparison reports

    Built for Diagnostic Precision

    Built for HIPAA & MDR

    End-to-end encryption, PHI protection, and regulatory documentation aligned with CE marking and FDA pathways.

    Multi-Modal AI Models

    Specialized computer vision architectures for CT, MRI, X-ray, mammography, ultrasound, and whole-slide imaging.

    Sub-Second Inference

    Real-time AI pre-reads delivered to the reading worklist before the radiologist opens the study.

    PACS Integration

    Native DICOM connectivity with Sectra, Agfa, Philips, and GE PACS platforms. No workflow disruption.

    Explainable Results

    Heatmaps, attention overlays, and confidence scores for every AI finding — clinicians see why the AI flagged an area.

    Continuous Learning

    Models improve with your institution's data through federated learning — without patient data ever leaving your environment.

    Let's discuss your AI journey

    Our team will help you prioritize use cases and build a concrete roadmap.

    Explore Other Industries

    Alice Labs delivers AI agents across every major industry vertical

    What Our Clients Say

    "We decided early on to embrace AI technology and needed a partner who could explore opportunities, propose solutions, lead change management, and build them. With Alice, we got everything in one place and have implemented multiple solutions that increased efficiency so significantly that an entire team could be reallocated."

    Andreas Wilhelmsson

    CEO & Co-founder

    Supernormal Greens / Ljusgårda

    "Alice Labs' AI training gave us all a real aha-moment, whether we were completely new to the field or experienced! The training contained a perfect balance between theory and practice. We have definitely become more efficient at work!"

    Åsa Nordin

    IT Manager

    Trollhättan Energi

    "The collaboration with Alice Labs has been easy, educational, and incredibly supportive. We engaged them to improve our processes and create more efficiency in the team, and the result truly exceeded expectations. Through their guidance, we've gained better structure, faster workflows, and more time for what actually creates results."

    Frida

    Partner Manager

    Bruce Studios

    "Fast, professional, and wonderful people. Find out for yourself <3"

    Johannes Hansen

    Founder

    Johannes Hansen AB

    Frequently Asked Questions

    Can AI replace radiologists?

    No — and that is explicitly not our approach. AI agents augment radiologists by pre-reading studies, flagging critical findings, and prioritizing worklists. The radiologist always makes the final interpretation. Our AI reduces workload and catches findings that might be missed during high-volume reading sessions.

    How accurate is AI in medical imaging?

    Accuracy depends on the modality and pathology. For specific use cases like mammography screening, lung nodule detection, and fracture identification, AI models achieve sensitivity and specificity comparable to or exceeding expert radiologists — but always as a second reader, never as a standalone diagnostic tool.

    What imaging modalities does Alice Labs support?

    Our AI agents work across CT, MRI, X-ray, mammography, ultrasound, and whole-slide imaging (digital pathology). We deploy modality-specific models optimized for each imaging type, with the ability to correlate findings across multimodal studies.

    How does AI work in digital pathology?

    AI agents analyze whole-slide images at cellular resolution: identifying mitotic figures, quantifying biomarkers (Ki-67, PD-L1, HER2), detecting tumor margins, and grading specimens. This augments pathologists' diagnostic accuracy and reduces turnaround time for complex cases by 30-50%.

    What is the regulatory status of AI diagnostic tools?

    We implement AI as clinical decision support — not as an autonomous diagnostic device. This means clinician oversight is mandatory for all findings. For deployments requiring CE marking (MDR) or FDA clearance, we design systems aligned with those regulatory pathways and provide the documentation needed for submission.

    How does Alice Labs handle bias in diagnostic AI?

    We implement rigorous bias testing across patient demographics (age, sex, ethnicity), imaging equipment types, and clinical settings. Models are validated on diverse datasets and continuously monitored for performance drift across population subgroups. Bias reports are included in every model deployment.

    Can AI prioritize critical findings in radiology?

    Yes. AI agents triage incoming studies and flag critical findings (stroke, PE, pneumothorax, fractures) within seconds of image acquisition. This enables radiologists to read urgent cases first, reducing time-to-diagnosis for critical conditions from hours to minutes.

    How does AI integrate with PACS systems?

    We connect via DICOM and HL7/FHIR interfaces to major PACS platforms (Sectra, Agfa, Philips, GE). AI pre-reads are delivered directly into the radiologist's reading workflow — no separate application needed. Results appear as structured findings in the standard reporting interface.

    What is the ROI of AI in diagnostic imaging?

    Typical outcomes: 40-60% reduction in diagnostic turnaround time, 15-25% improvement in critical finding detection rates, 30% reduction in repeat studies, and measurable increase in radiologist throughput without sacrificing quality.

    Can AI support oncology research and treatment planning?

    Yes. AI agents analyze tumor characteristics, track longitudinal changes, quantify treatment response (RECIST criteria), and correlate imaging with genomic and clinical data. This supports both clinical treatment decisions and research protocol adherence.

    Have more questions? Let's talk.

    No commitment - just a conversation about what AI can do for your business.

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