| Characteristic | Biotech with low AI adoption | Biotech with higher AI adoption |
|---|---|---|
| - | - | - |
| - | - | - |
| - | - | - |
| - | - | - |
| - | - | - |
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Source
Release date
January 2026
Region
North America, Europe
Survey time period
November 2025
Number of respondents
104 biotech and pharma organizations
Supplementary notes
Data integration levels:
- Highly siloed - disconnected data
- Early stage - some data accessible. But largely fragmented and manualÂ
- Developing - key datasets connected, but inconsistent standards and gaps remain
- Advanced - most data standardized and accessible, with reliable pipelines.Â
- Fully integrated - data is curated, standardized, and accessible across R&D functions.
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