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AI, in the wild, across the life sciences.

Real deployments and the repeatable workflow patterns behind them — what teams are running in discovery, development, manufacturing, and the clinic, and how each workflow actually hangs together.

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Use cases are single workflows, described end to end — either a named deployment at a specific organization, or an anonymized workflow pattern that teams run in practice. Guides, playbooks, and cross-cutting analysis live in Articles. Vendor/service provider-authored case studies about their own product or service are commercial content and live with that listing in Products & Services.

By Allbio.AI TeamUpdated 23 Sep 2026

LLMs and Real-World Evidence: Extracting Structure From Clinical Text

Extracting real-world evidence from unstructured clinical text requires specialized pipelines rather than simple prompts. Practical success hinges on standard ontologies, inter-rater metrics, data governance, and protocol-driven study rules.

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