The P3i is the first benchmark to follow drug performance across the entire development and commercialization lifecycle. It is made possible by Norstella’s unique position across the pharma value chain. The index is designed to support capital allocation and portfolio decisions across biopharma.
The report spans the top 25 publicly listed biopharmaceutical companies and provides performance benchmarks across eight key indicators. These include early pipeline creation, through clinical development and risk, into market access, and commercial return.
Daniel Chancellor
VP of Thought Leadership
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VP of Thought Leadership
Norstella
Daniel has nearly 20 years of experience spanning drug development, market analysis, consulting and pharmaceutical strategy. This gives him a broad view of what is required to bring therapies to market and where important operational and strategic pain points occur. His focus is on applying AI where it creates genuine value rather than introducing additional technology or complexity.
What makes Norstella's AI different?
The differentiator is the breadth of the underlying pharmaceutical dataset. Norstella can connect information from across the pipeline-to-patient journey, creating insights that would be difficult to generate from isolated datasets. AI extends the value that can be derived from that information.
What can pharma teams do now that was not possible two years ago?
One major advance is the ability to understand how patients appear in real-world healthcare and translate this into more effective targeting. AI can help bridge the gap between the controlled environment of a clinical trial and the much less structured reality of patient treatment.
How can AI accelerate the journey from pipeline to patient?
Trial design, portfolio investment and market access decisions all consume substantial time. AI can help organisations make these decisions using a broader evidence base and do so more quickly, supporting faster development and potentially wider access to successful therapies.
| Category | Benchmark | Timeframe |
|---|---|---|
| Pipeline Creation | $108m per new drug | 2021–25 |
| Development Timeline | 9.3 years from Phase I to approval | 2016–25 |
| PTRS | 8.2% for drugs entering Phase I | 2016–25 |
| Early Failures | 37.8% of discontinuations at Phase I | 2016–25 |
| Category | Benchmark | Timeframe |
|---|---|---|
| Launch Coverage | 68.3% coverage at 1 year | 2021–25 |
| Quality of Coverage | 91.3% with appropriate PA | 2021–25 |
| Launch Performance | $1,619m revenues after 7 years | 2025 |
| Portfolio Replacement | 25.7% of revenues from products launched within prior 7 years | 2025 |
P3i is built on proprietary data from three Norstella companies: Citeline, Evaluate, and MMIT. Full methodology details are available in the report.