How Causaly Cut Proposal Time by 75% During a Critical Disease Area Transition
How Causaly Cut Proposal Time by 75% During a Critical Disease Area Transition
Challenges
A Scientist II at a global life sciences company wastransitioning from hepatology into oncology research, requiring rapidonboarding into the new disease areas. The role demanded fast, high-confidencetarget evaluation, hypothesis generation, and proposal preparation for internalstakeholders.
This transition was made difficult by the scale andcomplexity of oncology literature. Evidence was spread across a large andheterogeneous body of publications, with challenges such as close homologybetween paralogs and overlapping metabolic signaling pathways. Hence, differentiatingmechanisms of action, such as degraders versus inhibitors, required carefulmanual review.
Before Causaly, proposal development depended on manualassimilation of oncology literature and slow evidence gathering, typicallytaking 3–4 weeks to complete. The volume of information made itdifficult to quickly build mechanistic clarity and confidence in targetselection.
“Before, it would take me 3–4 weeks to prepare a proposalfor a target.”
How Causaly Helped
Automated Literature Triage
Causaly helped him automate the triage andsummarization of oncology literature through Workspace Summaries and precisionfiltering, significantly reducing manual effort.
Mechanistic Clarity at Speed
Using Agentic Research and Deep Research, the scientist generated structured mechanistic tables and insights that clarified target activity and differentiated closely related biological approaches. Visual tools such as dendrograms, relationship arrows, and Timeline View supported traceable, mechanism-level understanding.
Executive-Ready Outputs
Causaly outputs were executive-ready and could bedirectly integrated into stakeholder presentations, improving clarity andconfidence during proposal discussions.
“I was able to meet a tight stakeholder proposal within1 week because of Causaly.”
Impact
Saved Research Time
- Proposal preparation reduced from 3–4 weeksto 1 week
- Faster onboarding into new oncology diseaseareas and literature
Improved Scientific Confidence
- Clearer mechanistic differentiation betweentargets and modalities
- More time available to critically reviewsupporting evidence
Stronger Proposals & Insights
- Identification of synergistic targets (e.g. KRASco-dependencies)
- Refined mechanisms of action and hypothesisdevelopment
- Early invalidation of weak targets
Enhanced Stakeholder Preparation
- Executive-ready tables and insights embeddedinto presentations
- Transparent, traceable evidence supportedcross-team discussion
“Causaly helped me become a better scientist in this new area of research.”
“I was able to meet a tight stakeholder proposal within1 week because of Causaly.”
Get started with Causaly
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