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AI in Clinical Trials

AI Reducing Clinical Trial Timelines

Where AI actually cuts time — with evidence.

A defensible view of where AI demonstrably reduces clinical trial timelines — site selection, eligibility matching, dropout prediction and clinical document automation.

Decision angle

"Where should we deploy AI in our trials for measurable timeline impact?"

TL;DR

AI delivers proven 10–30% timeline reduction in site selection, eligibility matching, dropout prediction and clinical-document automation.

AI in clinical trials has moved past hype. Real ROI exists in site selection, eligibility matching, dropout prediction and document automation. The teams adopting these systematically compress trial timelines 10–30%.

Key insights

What we’re seeing in the data.

01

Site selection: 10–30% recruitment lift

Best-validated use case.

02

Eligibility AI cuts screen fail

15–30% reduction in onc trials.

03

Document AI compresses regulatory work

CSR, IB, protocol drafts.

10–30%
Timeline lift
Validated
4
Proven use cases
Mainstream
Mainstream
Adoption
2026
ROI
Positive
Most cases
Decision framework

How to think about it.

  1. 01

    Identify highest-leverage step

    Site, eligibility, dropout, docs.

  2. 02

    Pilot rigorously

    A/B vs traditional.

  3. 03

    Measure impact

    Timeline, cost, quality.

  4. 04

    Scale deliberately

    Across portfolio.

Considerations

What separates a good answer from a defensible one.

Vendor maturity varies

Validate against own data.

Regulatory acceptance

AI use disclosure.

Internal capability

Build vs buy.

Sources & tools

Where the signal comes from.

Site-selection AI vendors EHR eligibility platforms CSR / regulatory automation Internal data science teams
FAQ

Common questions.

Where to start?

Site selection — most evidence, easiest measurement.

Build or buy?

Buy infrastructure, build domain customization.

Want this answered on your data?

We build decision systems on top of analyses like this — so the next question takes minutes, not weeks.

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