Short answer
Leverage AI platforms to foster stronger partnerships and develop adaptive strategic skills, especially in the early and late stages of delivering complex solutions.
- Field
- Innovation & Markets
- Source
- Journal of Product Innovation Management (2025)
- Method
- Quantitative survey research
- Sample
- 570 participants
- Evidence
- Moderate effect
Integrating AI platforms into business processes can significantly improve inter-firm collaboration and develop strategic capabilities, particularly in the problem identification and solution implementation phases of solution delivery. This innovation & markets research insight is drawn from a 2025 study published in Journal of Product Innovation Management. Using Quantitative survey research with 570 participants, researchers explored how this design variable affects real-world outcomes. The key design takeaway: Leverage AI platforms to foster stronger partnerships and develop adaptive strategic skills, especially in the early and late stages of delivering complex solutions.
AI Platforms Enhance Collaboration in Solution Delivery, Boosting Strategic Capabilities
Integrating AI platforms into business processes can significantly improve inter-firm collaboration and develop strategic capabilities, particularly in the problem identification and solution implementation phases of solution delivery.
Journal of Product Innovation Management · 2025
Key Findings
- 01AI platforms foster collaborative value systems between firms and value-chain agents.
- 02AI platforms are associated with greater cooperative and situating capability-building behavior during problem identification and solution implementation stages.
- 03No significant association was found between AI platforms and enhanced capabilities during the solution development stage.
Application
Design takeaway
Leverage AI platforms to foster stronger partnerships and develop adaptive strategic skills, especially in the early and late stages of delivering complex solutions.
How to apply
When designing new solutions or improving existing processes, consider how AI can be used to connect different stakeholders, facilitate information exchange, and build shared understanding, particularly for problem definition and final deployment.
Project actions
- 01When exploring AI in your design project, consider how it could connect different users or stakeholders.
- 02Think about how AI might help in the early stages of defining a problem or the later stages of implementing a solution.
Method & Evidence
Variables
Strengths & Limitations
Strengths
- +Large sample size across multiple firms.
- +Investigates a novel intersection of AI, cooperation, and strategic capabilities.
Limitations
The study's focus on manufacturing firms and a specific geographical region might limit the generalizability of findings to other sectors or markets.
Reliability & validity
The study's reliance on survey data may be subject to self-reporting bias, impacting validity. However, the large sample size and focus on established theoretical constructs likely contribute to reliability.
Think critically
How might the 'creative stage' of solution development be better supported by AI, or is this an area where human ingenuity remains paramount?
Design Principles
"AI-driven collaboration can bridge gaps in strategic capability development across an ecosystem."
This research highlights how AI can act as a catalyst for cooperation within business ecosystems. By facilitating communication and knowledge sharing, AI platforms enable organizations to better understand needs and implement solutions, ultimately leading to enhanced strategic positioning and value creation.
What This Means for Your Design
Using AI tools can help companies work together better to solve problems and put solutions into action, but it doesn't seem to help much with the creative part of coming up with new ideas.
How to use in your project
- 1.Reference this study when discussing how technology can facilitate inter-organizational cooperation and strategic development in your design project.
Add to My Project
Quick Cite
Paragraph starter
Research indicates that AI platforms can serve as powerful enablers of cooperation within business ecosystems, fostering the development of strategic situating capabilities. Specifically, these platforms have shown a positive impact on collaborative value systems during the problem identification and solution implementation phases of solution delivery, although their influence on the creative solution development stage was found to be less significant (Vaillant et al., 2025).
Source
Journal of Product Innovation Management
<scp>AI</scp> Platforms as Cooperation Enablers Favoring the Development of Strategic Situating Capabilities Within Solution Delivery Ecosystems
journal · 2025
View sourceQuestions About This Research
- What does the research say about ai platforms enhance collaboration in solution delivery, boosting strategic capabilities?
- Leverage AI platforms to foster stronger partnerships and develop adaptive strategic skills, especially in the early and late stages of delivering complex solutions. Evidence: Journal of Product Innovation Management (2025).
- Why does "AI Platforms Enhance Collaboration in Solution Delivery, Boosting Strategic Capabilities" matter for design?
- This research highlights how AI can act as a catalyst for cooperation within business ecosystems. By facilitating communication and knowledge sharing, AI platforms enable organizations to better understand needs and implement solutions, ultimately leading to enhanced strategic positioning and value creation.
- How can designers apply this research?
- Leverage AI platforms to foster stronger partnerships and develop adaptive strategic skills, especially in the early and late stages of delivering complex solutions.
- What were the main findings?
- AI platforms foster collaborative value systems between firms and value-chain agents.. AI platforms are associated with greater cooperative and situating capability-building behavior during problem identification and solution implementation stages.. No significant association was found between AI platforms and enhanced capabilities during the solution development stage.
- What research method was used?
- Quantitative survey research with 570 participants.
- How strong is the evidence?
- Evidence strength is rated Moderate effect, based on a 2025 journal from Journal of Product Innovation Management.
- What should I do differently in my next project?
- When designing new solutions or improving existing processes, consider how AI can be used to connect different stakeholders, facilitate information exchange, and build shared understanding, particularly for problem definition and final deployment.
- What are the limitations?
- The study focused on Spanish manufacturing firms, and the findings related to the solution development stage may differ in other industries or contexts. The creative aspect of solution development was not significantly enhanced by AI platforms in this study.