Company Context

Elsevier is a global information and analytics company serving researchers, clinicians, educators, and healthcare institutions. Within Health, ClinicalKey is a flagship clinical decision support and reference platform sold primarily to hospitals, health systems, and academic medical centers through annual enterprise subscriptions. You are the Engineering Manager for a 22-person product engineering team responsible for search relevance, content delivery performance, and key workflow integrations in ClinicalKey. Elsevier leadership has set a company-level priority for the next fiscal year: accelerate net revenue growth in Health by improving retention in existing enterprise accounts while expanding adoption in mid-market hospitals.

Strategic Situation

Your team has more demand than capacity. Product leadership wants faster delivery of AI-assisted search and summarization features. Sales is pushing for EHR integration requests to win competitive bake-offs. Customer Success wants reliability and performance improvements because renewal risk is rising in several large accounts. You need to recommend how your team should align its roadmap to broader company goals and explain what work should be prioritized over the next 12 months.

The core question is not simply "what should engineering build," but how to align engineering investment with Elsevier's commercial goals: protect renewals, support expansion, and create a differentiated go-to-market story versus competitors such as Wolters Kluwer UpToDate and DynaMed.

Data Points

Additional facts:

• Team capacity for the next 12 months: 110 engineering points per quarter
• Estimated roadmap options:
  • A. EHR integration pack: 120 points over 2 quarters; expected to improve mid-market win rate from 24% to 32%
  • B. Search performance/reliability program: 80 points over 2 quarters; expected to reduce renewal churn by 2 percentage points
  • C. AI-assisted summarization: 140 points over 3 quarters; expected to improve demo conversion and support premium upsell, but revenue impact is uncertain in year 1
  • D. Self-serve admin analytics for hospital librarians: 60 points over 1 quarter; expected to improve expansion and reduce support load modestly

Deliverables

1. Size the business impact of the major roadmap options using the data provided and reasonable assumptions.
2. Recommend how the engineering team should allocate capacity across the next 12 months.
3. Explain how you would ensure day-to-day engineering decisions stay aligned with Elsevier's broader company goals.
4. Assess competitive implications of your recommendation versus UpToDate and DynaMed.
5. Propose the metrics and operating mechanisms you would use to track alignment and course-correct.

Constraints

• You cannot increase headcount for at least 9 months.
• At least 15% of quarterly capacity must be reserved for maintenance, security, and compliance work.
• Sales leadership expects visible progress on competitive deal support within 6 months.
• Executive leadership wants a plan that shows measurable commercial impact within 12 months.