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Clinical data intelligence

Turn Hidden Clinical Data Into Better Decisions

Understand the complete clinical story.

A patient’s full story lives across EPRs, clinical notes, discharge summaries, referral letters, lab reports, and other unstructured records — much of it unstructured, difficult to access and untapped at scale.

CogStack AI reads and understands the longitudinal record, turning fragmented structured and unstructured clinical data into actionable intelligence — from individual patients to entire populations, entirely within your own environment.

Your secure environment
One patient's record 5 sources · 6 years
EPR Structured COPD
Clinic letter Free text current smoker
Discharge summary Free text type 2 diabetes
Referral letter Scanned eGFR 48
Ex smoker
Lab report Structured HbA1c 62
Complete clinical story COPD · type 2 diabetes · eGFR 48 · ex-smoker 5 sources
Decision supported HbA1c 62 · diabetes review overdue For clinician review Review booked
Across the population Every patient with the same gap, found in one query patients

Connect. Understand. Activate.

Everything stays inside your secure environment

Trusted by leading healthcare providers globally

  • King's College Hospital NHS Foundation Trust
  • Karolinska University Hospital
  • Guy's and St Thomas' NHS Foundation Trust
  • University of Nottingham
  • South London and Maudsley NHS Foundation Trust
  • Amsterdam UMC
  • University College London Hospitals NHS Foundation Trust
  • Barts Health NHS Trust
  • Monash Health
  • Royal Free London NHS Foundation Trust
  • DARE UK
  • Moorfields Eye Hospital NHS Foundation Trust
  • Lewisham and Greenwich NHS Trust
  • UMC Utrecht
  • University Hospitals Birmingham NHS Foundation Trust
  • Icon Cancer Centre
  • Leeds Teaching Hospitals NHS Trust
  • Manchester University NHS Foundation Trust
  • Siriraj Hospital
  • Northern Care Alliance NHS Foundation Trust
  • Mental Health Research for Innovation Centre (M-RIC)
  • Mersey Care NHS Foundation Trust
  • Kent and Medway Mental Health NHS Trust
  • Karolinska Institutet
  • Norfolk and Norwich University Hospitals NHS Foundation Trust
  • University Hospital Southampton NHS Foundation Trust

CogStack in numbers

  • 25+Healthcare providers
  • 12+Countries
  • 100+Peer-reviewed publications
  • 94%+F1 accuracy

When the whole record is read, the results show up everywhere: in income recovered, time given back to clinicians, and trials that find the right patients sooner.

Trial recruitment

Finding Septic Shock Trial Patients Sooner with Clinical NLP with 90% sensitivity

In critical care trials, enrolment windows can be just hours long. Can NLP on ICU records flag eligible patients in time or earlier than manual screening?

90%sensitivity against the trial’s manual screening
Clinical coding

AI-Assisted Clinical Coding Recovered up to £5.5m in Missed Outpatient Activity

The procedures were done and the notes were written, but the codes never arrived. Here’s how one London Trust closed the gap.

Up to £5.5madditional outpatient income identified, FY 2023/24
Clinical data platform

Turning 44 million+ clinical records from 3.4 million patients into a hospital-wide clinical intelligence at UCLH

Most of a patient’s story is written, not coded. See how University College London Hospitals made all of it usable, from Epic notes to scanned archives.

44M+Clinical notes, letters, imaging reports and archived records processed
Health equity

Health equity in clinical trials: revealing who heart disease trials leave out

How King’s used CogStack AI to measure health equity in its clinical trials, and found women, minority and deprived patients underrepresented.

36% vs 21%Women among heart disease patients vs trial participants
Deep phenotypingReal-world evidence

Uncovering hidden heart failure: AI phenogrouping reveals early and late-stage HFpEF

Almost 9 in 10 patients meeting HFpEF criteria at King’s had no recorded diagnosis. Here’s what CogStack AI found when it looked.

10.4%HFpEF patients with a clinician-recorded diagnosis

Built for the health data ecosystem

Same Data. Different Questions.
CogStack AI Helps to Answer All of Them.

From healthcare providers to life sciences and research, explore how CogStack AI structures clinical data into intelligence tailored to your organisation’s needs.

Healthcare Providers

Operations today. Better care tomorrow.

From daily operations to the research that improves them — CogStack AI unlocks the full depth of your EPR, structured and unstructured, for every team that depends on it.

Explore Healthcare Solutions

Life Sciences & BioPharma

Faster trials. Safer drugs. Evidence you can defend.

From patient finding to real-world evidence, phenotyping to commercial intelligence — CogStack AI surfaces what’s written in the record but missed by the codes.

Explore Life Sciences Solutions

Secure Data Environments

Deeper phenotypes. Richer cohorts. Faster research.

CogStack AI turns structured and unstructured records into research-ready assets — with the AI infrastructure to build, evaluate and reuse models, all without data leaving the secure environment.

Explore SDE Solutions
Outpatient clinic letter Free text

Reviewed today in the respiratory clinic. Symptoms of breathlessness on exertion have settled since starting inhaled corticosteroid therapy. Spirometry stable. No further follow-up required. Happy to discharge back to the GP.

Concepts recognisedSNOMED CT · mapped & source-traced 6
Clinical intentDischarge · follow-up not required 0.97
Pathway actionValidation by your team Review Closed
Human in the loopEvery suggestion is reviewed before any action Approve Approved
Outpatient clinic letter Free text

Reviewed today in the respiratory clinic. FEV1 42% of predicted, with continued breathlessness on exertion despite maximal inhaled therapy. Two exacerbations in the past year. No previous biologic therapy. Ex-smoker, 30 pack-years.

Concepts recognisedSNOMED CT · mapped & source-traced 7
Protocol criteria matchedLung function · symptoms · prior therapy · smoking history 4 of 4
Screening outcomeConfirmed by the care team Review Eligible
Human in the loopEvery match is reviewed by the care team before a patient is approached Confirm Confirmed
Secure data environment
Discharge summary Free text

Admitted with community-acquired pneumonia. Background of COPD and type 2 diabetes, HbA1c 62 mmol/mol. Treated with intravenous antibiotics; oxygen requirement resolved by day three. Discharged home. Current smoker, cessation advice given.

Concepts recognised SNOMED CT · mapped & source-traced 6
Phenotype assembled Diagnosis · comorbidities · outcome · risk factors 4 of 4
Research dataset Same phenotype, computed across every record records
Model validated Reviewed by the TRE team · reusable by every project Validating Approved for reuse
Leaving the environment: 0 patient records

Our platform

CogStack AI: One Clinical Intelligence Layer for All Your Clinical Data

A foundational shift in how clinical data is used and understood.

Healthcare organisations already hold vast amounts of valuable clinical information, around 80% of it unstructured.

The challenge is turning this information into something that can be searched, understood, connected and acted on.

CogStack AI brings together advanced clinical NLP trained on millions of records, medical large language models (LLMs), de-identification, end-to-end AI governance workflows, semantic data harmonisation and secure analytics, turning structured and unstructured healthcare data into intelligence your organisation can search, understand and act on. All of it deployed, localised and validated within your own environment.

Connect

CogStack AI is EHR-agnostic, integrating with your existing EHR and clinical systems to bring together structured and unstructured, free-text data (from clinical records and databases to PDFs, scanned documents, reports, letters and other sources) into a single, searchable data warehouse.

Connect continuously or run one-off data synchronisations, depending on your organisation’s needs, without replacing existing systems or moving patient data outside your environment.

Understand

Reading clinical data is not the same as understanding it. CogStack AI understands the clinical meaning and context behind the record: what happened, when, whether it is current or historical, and how clinical concepts relate to one another.

It maps clinical concepts to established medical terminologies, including SNOMED CT, UMLS, ICD-10, RxNorm, LOINC and OPCS-4, connecting information across different sources and systems to create a richer, more complete clinical picture.

Structure

Turn fragmented clinical language into structured, standardised and reusable data. CogStack AI extracts clinical concepts, context and relationships from across the record, each one anchored to its source and the context it came from, creating consistent data that can be searched, analysed and integrated across systems and workflows.

From individual clinical facts to longitudinal patient profiles and cohorts, CogStack creates a reliable data layer: a foundation for downstream applications.

Activate

Put clinical intelligence into action across the healthcare ecosystem. CogStack AI makes trusted clinical data available to the applications, workflows and teams that need it, supporting better decisions, more efficient operations and new insights.

From patient care to population health, research and life sciences, turn clinical data into intelligence that delivers real-world impact.

Trust & compliance

Built for Trust. Designed for Compliance.

From data protection and security to AI governance, CogStack AI is built to meet the requirements of healthcare organisations. Our certifications and security standards provide the foundation for deploying clinical AI safely, responsibly and at scale.

Certifications & standards

  • GDPRCompliant
  • Cyber Essentials PlusCertified
  • NHS DSP ToolkitStandards met
  • DCB 0129 / 0160Standards met
  • ISO 27701Certified
  • ISO 27001Coming soon
  • ISO 9001Coming soon
  • ISO 14001Coming soon

Recognition