Artikkel
AI, partnerships, and planning: Key takeaways from the Biotech Outsourcing Strategies event
Stakeholders across the R&D outsourcing community came together in Basel, Switzerland from 30 June to 1 July for the Biotech Outsourcing Strategies 2026 (BOS) event.
Key topics discussed at the event included artificial intelligence (AI), industry partnerships, and strategic planning across the product development lifecycle, with the majority of attendees coming from contract manufacturing (CMO) and contract development and manufacturing (CDMO) organizations, as well as attendees from the pharmaceutical industry.
Key topics discussed at the event included artificial intelligence (AI), industry partnerships, and strategic planning across the product development lifecycle, with the majority of attendees coming from contract manufacturing (CMO) and contract development and manufacturing (CDMO) organizations, as well as attendees from the pharmaceutical industry.
AI across the development spectrum
How and where AI can, and is already being implemented and used, was hotly debated at the conference.
Applications range from drug candidate discovery to formulation development as well as outsourcing proposal development and pre-selection of proposals received based on presented manufacturing capabilities. There is a general understanding that the use of AI during drug development—or discovery frontloading—can shorten the development timeline by at least two years.
What we observed at this year’s conference was a rapid increase in the number of discussions about AI adoption.
Applications range from drug candidate discovery to formulation development as well as outsourcing proposal development and pre-selection of proposals received based on presented manufacturing capabilities. There is a general understanding that the use of AI during drug development—or discovery frontloading—can shorten the development timeline by at least two years.
What we observed at this year’s conference was a rapid increase in the number of discussions about AI adoption.
At the same conference last year, sessions focused only on using AI to support and streamline the request for proposal (RFP) process. In one year, that has changed significantly. In one session on the first day, a speaker from Sobi discussed how her company uses AI for better relationship management with vendors.
On the second day, a panel discussion on harnessing AI in pharmaceutical outsourcing explored the use of AI tools in the vendor pre-selection process, and where in this selection process humans should remain an essential part of the assessment. Audience members raised concerns about the process being largely AI-driven – having only an AI-AI interface – with CMO/CDMO proposals being written by AI, reviewed by AI and pre-selection by AI being performed on the developers’ side, without any human validation. Although it was acknowledged that site visits and building partnerships still require a human interface, these scenarios raise critical questions about AI not only supporting process steps, but also being involved in critical decision-making processes.
Other AI discussions led by Astra Zeneca’s shared experiences focused on the essential requirements to structure the data in a way that is AI readable, with one session noting that information architecture – or IA – allows AI to happen.
The importance of partnerships
A key theme across the conference was the importance of building a long-lasting partnership between the pharmaceutical company and the service provider or CMO/CDMO. Speakers, including those from Bayer, emphasized that the type of expertise a startup would need differs significantly from that of a large pharmaceutical company, so finding the right partner and then maintaining that relationship and a common long-term vision is key.
This partnership approach benefits both parties by ensuring a collaborative approach to tackling problems, which typically arise during the development process. When seeking a reliable CMO/CDMO partner, developers should also ask what problems a vendor has encountered with other clients and how they were resolved, and request supportive use case studies. These steps should reveal how the vendor worked with other clients to address problems as a team rather than in isolation.
One key takeaway from the conference was the importance of collaboration across developers, CDMOs, as well as with regulatory departments and consultancies to address complex development and regulatory requirements for innovative products such as specialty radiology products or novel peptide products. The ever-changing global landscape of regulatory requirements makes it more difficult to understand the exact regulatory requirements for relatively new product entities in different geographies. For example, key guidances, such as ICH M4Q (R2)i, which will require companies to restructure how quality information is presented to health authorities, are being updated and will need to be taken into consideration for products in development and products already commercialized worldwide.
These changes put significant pressure on companies to firstly stay informed on complex scientific areas, such as radiology compounds for strategic product development and manufacturing principles, and secondly to determine the potential impact of evolving regulations or their development pipeline and registered portfolios.
This partnership approach benefits both parties by ensuring a collaborative approach to tackling problems, which typically arise during the development process. When seeking a reliable CMO/CDMO partner, developers should also ask what problems a vendor has encountered with other clients and how they were resolved, and request supportive use case studies. These steps should reveal how the vendor worked with other clients to address problems as a team rather than in isolation.
One key takeaway from the conference was the importance of collaboration across developers, CDMOs, as well as with regulatory departments and consultancies to address complex development and regulatory requirements for innovative products such as specialty radiology products or novel peptide products. The ever-changing global landscape of regulatory requirements makes it more difficult to understand the exact regulatory requirements for relatively new product entities in different geographies. For example, key guidances, such as ICH M4Q (R2)i, which will require companies to restructure how quality information is presented to health authorities, are being updated and will need to be taken into consideration for products in development and products already commercialized worldwide.
These changes put significant pressure on companies to firstly stay informed on complex scientific areas, such as radiology compounds for strategic product development and manufacturing principles, and secondly to determine the potential impact of evolving regulations or their development pipeline and registered portfolios.
The cost of delayed investments
It is not uncommon for developers to adopt a cost-focused, minimized, and siloed approach to development. Often financial constraints mean developers invest in a consecutive phase-by-phase approach rather than planning strategically across the development process. Experience was shared from a large Germany-based CDMO that showed the comparative cost distribution of adopting a cost-minimizing approach versus a strategic holistic approach, with the latter generally resulting in developers having to invest heavily in the final phase three development due to lack of generated data beforehand.
From their experience it was concluded that a more efficient and cost-effective approach is to have a clearly defined vision and development strategy in place from the outset. In our regulatory consultancy experience, this strategic approach applies not only to the manufacturing development strategy, but also to the regulatory strategy. Early strategic planning and mapping of data requirements help developers to ensure they sufficiently meet the data requirements for their regulatory filing with consistent data sets across phase 1, 2 and 3 of their clinical trials.
From their experience it was concluded that a more efficient and cost-effective approach is to have a clearly defined vision and development strategy in place from the outset. In our regulatory consultancy experience, this strategic approach applies not only to the manufacturing development strategy, but also to the regulatory strategy. Early strategic planning and mapping of data requirements help developers to ensure they sufficiently meet the data requirements for their regulatory filing with consistent data sets across phase 1, 2 and 3 of their clinical trials.
Global political and regulatory challenges
A key issue weighing on manufacturers is the current unpredictability of geopolitical developments, including US tariff policies, which remain subject to ongoing discussion and a highly dynamic potential of change. One CDMO described its global manufacturing model, whereby phase 1 and phase 2 manufacturing is typically conducted in the US, while phase 3 and commercial manufacturing are transferred to Germany.
A major consideration in this approach is the technology transfer process, which is often more complex, time-consuming, and resource-intensive than initially anticipated. In some cases, it may also require the shipment of investigational medicinal products between regions, creating additional logistical and operational challenges. The need to adapt to an evolving and unpredictable geopolitical environment can further complicate long-term commercial planning.
A major consideration in this approach is the technology transfer process, which is often more complex, time-consuming, and resource-intensive than initially anticipated. In some cases, it may also require the shipment of investigational medicinal products between regions, creating additional logistical and operational challenges. The need to adapt to an evolving and unpredictable geopolitical environment can further complicate long-term commercial planning.
Conclusion: A focus on strategic planning
As one speaker noted, nearly half of biopharmaceutical companies now outsource part of their biomanufacturing. To get the most from these relationships, companies need to focus on collaboration, have a strong development strategy in place and ensure a good process for managing the relationship with their outsourcing partner.
Key developments such as the growing use of AI and concerns caused by issues such as tariffs mean companies must make sure their manufacturing and development partner is right for their size and needs, is willing to share risk, and has the experience to navigate the challenges likely to be faced across the development and manufacturing lifecycle.
Key developments such as the growing use of AI and concerns caused by issues such as tariffs mean companies must make sure their manufacturing and development partner is right for their size and needs, is willing to share risk, and has the experience to navigate the challenges likely to be faced across the development and manufacturing lifecycle.
Source:
iICH. M4 : The Common Technical Document. Accessed 14 July 2026. https://www.ich.org/page/ctd
iICH. M4 : The Common Technical Document. Accessed 14 July 2026. https://www.ich.org/page/ctd
About the authors:
Jacqueline Schaller, PhD, is Director of Regulatory Affairs – CMC at Cencora, where she leads strategic CMC regulatory initiatives for pharmaceutical and biotechnology clients. With more than a decade of experience in regulatory affairs, she has extensive expertise in biologics, biosimilars, advanced therapies, lifecycle management, and large-scale outsourcing programs.
Anna-Lena Amend, PhD, is Senior Manager, Regulatory Affairs, Regulatory Development Strategy. Anna-Lena’s expertise includes the strategic and regulatory support for early to late state developers of innovative medicinal products (including ATMPs/cell and gene therapies, personalized cancer vaccines and other biopharmaceuticals such as mAbs). She has worked with global regulatory bodies and supported all associated authoring activities.
Anna-Lena Amend, PhD, is Senior Manager, Regulatory Affairs, Regulatory Development Strategy. Anna-Lena’s expertise includes the strategic and regulatory support for early to late state developers of innovative medicinal products (including ATMPs/cell and gene therapies, personalized cancer vaccines and other biopharmaceuticals such as mAbs). She has worked with global regulatory bodies and supported all associated authoring activities.
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