Beyond the Data: Unlocking Hidden Insights with AI
Integrating data from multiple sources to create your content lake, and then putting an AI wrapper around it to give you awesome insights and capabilities – no you’re not dreaming, we can do it right now!
Any Data, Any Source
Unlock Hidden Insights From All Your Data
When you think of “insights”, it’s typically those collected from the field that first come to mind. But your advisory board transcripts, medical information requests, CRM notes – they all contain insights!

And we can bring them all into play!
Something for Everyone
For example, your Med Info team will want to look at things a specific way and answer questions specific to their world – no problem! Whereas Field Medicine has different strategic priorities and wants to know insights specific to those – no problem!

Medical Affairs

Field Medicine

Med Information

Sci Comms

Commercial

R&D

Trials
Bring on the AI Magic
You won’t get any rhetoric from us about “How AI will transform the future” yada yada, just real use-cases of what we can do for you, right now…
Field Medicine
Analyze insights from the past week and automatically generate the 'key themes' that are coming through from those insights, showing new themes and trends over time.
Medical Affairs
Generate your monthly report comprising the same 10 questions you want to answer every time, based on all the 'insights' from the previous month – with a single click.
Medical Information
Analyze Med Info requests in real-time and identify new signals, trends, highlights, and conduct voice-of-customer segmentation by need, query, and request type.
Advisory Board
Generate a report, based specifically on the subjects and topics that interest you, from an Ad Board transcript(s) anytime you want without the need for external agency involvement
Data Analytics
Create machine-generated clusters of all your data driven solely by what the machine thinks is the best way to categorize and collate your data, giving you completely new viewpoints.
HCP Engagement
Generate an 'HCP profile' driven only by data specific to your organizational interactions with that HCP e.g. past conversations, MSL notes, congress interactions, Ad Board comments.
Medical Affairs Reporting
Answer a KIQ by analyzing all available data and extracting statements that support your KIQ, while also suggesting new potential 'questions' adjacent to the original KIQ.
MLR Review
Automatically compare your content against a claims library to flag issues, transgressions, and potential risks, reducing manual review time and increasing process efficiency.
Scientific/Medical Communications
Generate fully referenced scientific content with an end-to-end process based on your topics, phrases, or ideas – all driven by a referenced database of messages, papers, and claims.
Competitive Intelligence
Analyze congress abstracts at the point of release to instantly identify the scientific messaging, claims and the evidence/data points used by each competitor.
Getting it Done

As a standalone product
Implement our capabilities as a standalone platform, specific to your organisation. We know how to do it, because we do it every day.
As a white label solution
If you already have your own, self-built internal AI platform, we can integrate our capabilities as a white label solution. Additional functions your users can access within your own platform.


As part of our existing platforms
Add our AI capabilities to any of our existing Med Affairs SaaS solutions using our AI Medical Toolkit.
Proof-of-Concept
All our customers start with a PoC. They give us a dataset, and say "Ok, now make my dreams happen!"
A PoC ensures that, right from the start, you can see exactly what value we bring and whether it matches up with what your internal users need and want.
The dataset can be a mix of anything – field insights, MedInfo, Ad board transcripts, congress observations, etc.
Typically, it takes us just a few weeks to build a secure customer environment which you can then use to assess the effectiveness, accuracy, and value of AI on your own data.
Who Are We?
VML Enterprise Solutions are the trusted technology partner to many of the world’s leading companies. We excel at using technology, data, and AI solutions to help transform organizations and address their complex business challenges.
Backed by a global team of over 9,000 people across 40+ offices and local markets, our commitment to pharmaceutical and healthcare organizations spans over a decade, with dedicated teams who do nothing but build for pharma — all day, every day.