See how 25 companies
use AI for scientific discovery

Context Windows brings together credible AI case studies from the open web, so you can pick and prioritise the use cases that are already working.

Real-world implementations from

Harvard Medical School logoH
Harvard Medical SchoolProtein interaction discovery
Astellas Pharma logoA
Astellas PharmaDrug compound screening
Novo Nordisk logoN
Novo NordiskClinical trial management
Tangram Therapeutics logoT
Tangram TherapeuticsDrug discovery
Harvard Medical School logoH
Harvard Medical SchoolProtein interaction discovery
Astellas Pharma logoA
Astellas PharmaDrug compound screening
Novo Nordisk logoN
Novo NordiskClinical trial management
Tangram Therapeutics logoT
Tangram TherapeuticsDrug discovery
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Showing 9 of 25 case studies
Astellas Pharma logoA

Astellas Pharma

Pharmaceuticals & Biotech|Enterprise

Drug compound screening

AgenticL1

Medicinal chemists had no way into binding simulations—that was computational chemistry's territory. AI gave them a browser and a button.

>70%Reduced Hit-ID Timeline
via nvidia.com
Published today
Novo Nordisk logoN

Novo Nordisk

Pharmaceuticals & Biotech|Enterprise

Clinical data analysis

AgenticL2

Validating hypotheses took specialists weeks of manual coding. Now, an AI agent drafts analyses for expert review in minutes.

50+Quarterly Ideas Eval.vs 5-10 ideas
via microsoft.com
Published May 20, 2026
Novo Nordisk logoN

Novo Nordisk

Pharmaceuticals & Biotech|Enterprise

Clinical trial management

AgenticL2

A maze of disconnected systems obscured global trial visibility. Now, a digital twin guides AI to automate heavily regulated workflows.

12 moTimeline Reduction
via celonis.com
Published May 4, 2026
Harvard Medical School logoH

Harvard Medical School

Pharmaceuticals & Biotech|Enterprise

Protein interaction discovery

AgenticL2

Mapping interactions took years. A custom AI pipeline analyzed 1.7M predictions in 3 months, finding 40,000 high-confidence pairs.

3 monthsProject Timelinevs years of manual work
via nvidia.com
Published Jan 30, 2026
Tangram Therapeutics logoT

Tangram Therapeutics

Pharmaceuticals & Biotech|SMB
up to

Drug discovery

AgenticL3

Target assessments took a full quarter. Now, AI agents synthesize 1,000+ datasets to finish in hours.

50xAssessment Speed
via aws.amazon.com
Published Jan 25, 2026
Argonne National Laboratory logoA

Argonne National Laboratory

Government & Public Sector|Mid-size

Astronomical signal detection

AgenticL3

Data policies blocked collaboration. Federated AI detects signals 10x faster, syncing global observatories without exposing raw data.

5-10xFaster Signal Detectionvs CPU workloads
via nvidia.com
Published Jan 11, 2026