AI WITHOUT IA IS FUTILE

There's an increasing understanding that for AI to be effective, the underlying Information Architecture (IA) needs to be fit for purpose.


amino provides specialty expertise and a dedicated practice with exceptional depth in Bio-Pharmaceutical R&D and Commercialisation.  As a proud member of the Pistoia Alliance we bring ideas and experiences to support pre-competitive communities to better serve our R&D clients. Amino's deep expertise in Data Management in Life Sciences positions us as a collaborator with our clients across both data strategy and delivery. amino engages to overcome the challenges in achieving timeliness and efficiencies through digital transformation, particularly in the context of Early and Late Science.


To address common pitfalls, we’ve applied disciplines in Data and AI Governance to help streamline activities and improve development efficiency. While our core focus lies in data, we continuously engage in the multitude of intelligent applications utilized throughout drug discovery and development.  These span AI solutions for target identification, hit identification, lead optimization, and numerous other 'autonomous' tools used to assess druggability.  We’ve found that Unified Data and AI Governance are clearly foundational to accelerating efficiencies and outcome integrity – yet, without a governance discipline combined with a strong Information Architecture these initiatives struggle to innovate and meet program objectives. 

 

We engage in disciplines to improve Laboratory Information Management Systems (LIMS) and Electronic Laboratory Notebooks (ELNs) which may lack compliance with FAIR (Findable, Accessible, Interoperable, Reusable) principles. We engage with diverse teams across R&D, particularly pertinent to digital pathologists, pharmacologists, and toxicologists, as their insights play a pivotal role in determining the appropriate dosage and safety measures for clinical trials.

amino's Unified Data and AI Governance Framework

amino’s approach is to enable outcomes especially through the lens of information architecture, master data management, and Unified Governance in supporting a faster and more informed decision-making processes. Our view is that data and AI are inextricably linked.


We bring core capabilities to enable analytics that support precise decision-making, operational efficiency, and regulatory compliance.   amino understands that the objective for many of our clients is industry leading leadership in data-driven innovation, AI and Machine Learning. amino's data management expertise will complement your capabilities, aligning with your strategic goals.   

Case Study: amino in Pharma

How we are collaborating in R&D Pharma

Ensuring timely data verification, auditability, and adherence to regulatory standards within our client's timeframe emerged as crucial components for maintaining the integrity and reliability of research.

Working with our clients we have identified a lack of trust in the accuracy and reliability of the data, emphasising the importance of implementing robust data management practices to address this concern.

By aligning our Data & AI management practices with these principles, we can instill confidence in the data, ensuring its reliability and integrity.



LIMS & DATA Seamlessly Engaged

amino's collaboration with a leading Bio-Pharma's LIMS project for Translational Medicine in Oncology, where the strategic adoption of Information Architecture is seamlessly integrated with their MDM Platform and the source target LIMS, Sapio TX, and others, for enhanced data management. 

 


Engaging with amino

Responsibilities included the identification and documentation of data assets across key areas like Sample Management, Workflow Management, Test Management, System/Instrument Integration, Result Management, Sample/Test Verification and Approval, and Data Pipeline Management. The IA focuses on standardisation to ensure alignment and consolidation of data assets.

This approach aligns with the principles of FAIR data.

The IA brings technical precision and thought leadership to navigate the complexities of the project; designing data flows, and applying rules & standards, shaping both the structure and contextual relevance for consumption of data assets.

Case Study: amino in Pharma

How we are collaborating in R&D Pharma


Ensuring timely data verification, auditability, and adherence to regulatory standards within our client's timeframe emerged as crucial components for maintaining the integrity and reliability of research.

Working with our clients we have identified a lack of trust in the accuracy and reliability of the data, emphasising the importance of implementing robust data management practices to address this concern.

By aligning our Data & AI management practices with these principles, we can instill confidence in the data, ensuring its reliability and integrity.


LIMS & DATA Seamlessly Engaged



amino's collaboration with a leading Bio-Pharma's LIMS project for Translational Medicine in Oncology, where the strategic adoption of Information Architecture is seamlessly integrated with their MDM Platform and the source target LIMS, Sapio TX, and others, for enhanced data management.

 

 Engaging with amino


Responsibilities included the identification and documentation of data assets across key areas like Sample Management, Workflow Management, Test Management, System/Instrument Integration, Result Management, Sample/Test Verification and Approval, and Data Pipeline Management. The IA focuses on standardisation to ensure alignment and consolidation of data assets.

This approach aligns with the principles of FAIR data.

The IA brings technical precision and thought leadership to navigate the complexities of the project; designing data flows, and applying rules & standards, shaping both the structure and contextual relevance for consumption of data assets.

amino.  A clear voice in a world of complex data.

About amino



amino is a specialist data consultancy which helps enterprises derive insight and value from their data.


  Understanding our clients’ objectives, we engage in delivering Enterprise Data Strategy and aligning multiple data capabilities focused on business outcomes and impacts. Professional services and capabilities are focused on: Data & Information Architecture, Data Engineering, Data Quality, Data and AI Governance, Reference and Master Data Management, and Data Integration. Amino provides specialty expertise across multiple industries including exceptional depth in Bio-Pharmaceutical R&D and Commercialisation.  To help our clients improve and grow we have a dedicated practice to support M&A, Post Merger Integration, and Divestitures. 


Our Work in Life Sciences