machine
learning

We implement complex technologies and workflows to and

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  • END-TO-END

    A suite of fast, scalable, robust AI/NLP engines that have been designed, built, and trained to specifically support the needs of our pharmaceutical clients.

  • ENTERPRISE SUPPORT

    Enterprise-level capabilities, ready to go straight out-of-the-box, configurable to the requirements of each team.

  • A BESPOKE APPROACH

    Customised specifically for the data & analytics needs of our pharmaceutical clients in medical affairs, field medicine, and commercial teams.

  • RIGOROUS ITERATION

    ·Evaluation and testing by our medical team ensures the integrity and accuracy of every engine for every application.

And much more.

TECHNOLOGIES

  • Entity Identification & Extraction
  • Keyword Extraction
  • Article Extraction
  • Drug & Molecule Identification
  • Sentiment Analysis
  • Topic Modelling
  • Medical Lexicon & Hierarchy
  • Semantic Search
  • Quantitative Analysis
  • Document Summarisation
  • Image Recognition & Processing

APPLICATIONS

  • 01

    Insights

  • 02

    KOLS

  • 03

    PUBLICATIONS

  • 01 / INSIGHTS

    • Analyse medical affairs and field medicine insights to identify and tag entities including drugs, chemicals, trials, patient groups, and much more
    • Instantly identify trends and cluster which would otherwise be virtually impossible for a user to see given the massive data coming in as insights
    • Generate quantitative analysis to illustrate sentiment by groups of doctors
    • Summarise group insights to create scannable summaries
    • Extract key themes and topics from insights to enable analysis based not just on keywords, but key themes
    • Automatically categorise insights into predefined buckets that you create
    • Extract insights and other key data automatically from advisory board minutes
    • Integrate insights from multiple sources (MSL field medicine, medical affairs, KOL interactions, congress observations, patient information, medical information, advisory board outputs, market research, KOL published output, social media) into a single insight data lake

  • 02 / KOLs

    • Identify KOLs based not just on level of activity, but instead on specific topics and themes based on a machine-led analysis of the work
    • Find similar KOLs using pattern matching and other engines to increase sensitivity and specificity
    • Analyse social media output of all your KOLs en-masse with instant real-time insights on topics, themes, drugs, sentiment, and much more
    • Identify networks and clusters within TA topics and subtopics based on activity and collaborations
    • Identify the reach of an expert in the context of a wider group to help you instantly find the 20% you need to engage with to reach the other 80%
    • Create a profile of a KOL that goes way beyond just activity they have done, by getting a visual and layered snapshot of their clinical content focus.

  • 03 / PUBLICATIONS

    • Imagine taking thousands of publication abstracts and congress abstracts in your therapy area, and throwing a mass of innovative NLP/AI technology at it
    • See the publication plan of your competitors in action
    • Visualise publication and congress activity on key topics, messages, trials, patient groups, and much more
    • Instantly assess the share-of-voice of a product, author, or message, not just based on level of activity but on content
    • Track and monitor the evolution of competitor publication output through automated analysis of abstract content

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