$2)$ Case Study: Roche

Given Roche's current position, what are the company's key strengths and weaknesses in embracing AI for drug discovery? What opportunities and threats does Roche face in this context?

How can Roche leverage its strengths and opportunities to build a competitive advantage in AI$-$driven drug discovery? What steps should Roche take to build internal capabilities? Which capabilities should definitely be internalized? Which skills can likely be accessed via partnerships?

$3)$ Innovation Strategy:

Develop a comprehensive innovation strategy for Roche to harness the potential of AI in drug discovery. This should cover areas such as strategic partnerships, talent management, and technological investments.

How should Roche measure the success of this innovation strategy? Suggest a set of key performance indicators $($KPIs$)$ that Roche could use.