Use case · Digital health researchUpdated October 14, 2026

Software for a pilot RCT of a digital intervention

A pilot RCT does not ask whether the app works. It asks whether the full trial is feasible: can you recruit, randomize, retain and collect the outcome. Capture records those feasibility numbers next to the clinical data, from one free sandbox to a live study.

  • Feasibility metrics by design
  • Randomization and ePRO follow-up
  • Progression criteria on one dashboard

Free sandbox · No credit card · 21 CFR Part 11 aligned

Pilot feasibility dashboard · demo data

Consented

38 / 40

Randomized

36

Week 8 outcome complete

27 / 36

Recruitment vs target38/40

Target 40 in 6 months

Retention at week 827/36

Progression threshold set at 80%

Daily diary completion61/100

Percent of due tasks completed

Demo figures. Thresholds are yours to pre-specify in the protocol

What to know first

  • A pilot or feasibility RCT tests whether a future definitive trial can run: recruitment, randomization, retention, outcome completion, acceptability. It is not powered to prove effectiveness.
  • Decide progression criteria before you start and write them in the protocol. The CONSORT extension for pilot and feasibility trials asks you to report implications for progressing to a definitive trial.
  • For digital interventions there are two layers of data: clinical outcomes you collect, and engagement or usage data the intervention itself generates. Plan how each reaches the analysis.
  • Capture offers randomization, ePRO on phones, eCRF site forms, audit trail and a dashboard in one system, with a free sandbox. It does not claim an API or import tool for app usage logs.
  • This page is the digital-intervention angle. For the general pilot workflow see how to run a pilot study and EDC for pilot clinical trials.

The purpose

What a feasibility RCT of an app or online programme is actually for

Digital health teams often arrive at a pilot with a working prototype and a hope that the numbers will look promising. Funders and reviewers read a pilot differently. They want to see that you can find eligible people, that people agree to be randomized, that they stay in the study, that you can measure the outcome at the end, and that the intervention is acceptable enough to be used. If those things hold, a definitive trial is justified. If they do not, the pilot has done its job by saying so cheaply.

That reframes what the data system has to do. Effect estimates are secondary and should be reported with wide uncertainty. The primary numbers are counts and rates: screened, eligible, consented, randomized, started, completed, lost, and the proportion of outcome data that is usable. The reporting extension of the CONSORT statement for randomised pilot and feasibility trials is built around these ideas, including a flow diagram and a discussion of implications for progression.

Because those counts are the result, they need to be accurate and traceable. A participant who consented but was never randomized, or who was randomized and never opened the app, belongs in the flow diagram as such. Our CONSORT flow diagram generator and pilot study sample size calculator help with the two ends of that work.

Feasibility outcomes

Feasibility questions, the number that answers each, and where to record it

Illustrative. Define your own thresholds in the protocol before the first participant is enrolled.

QuestionNumber to reportRecorded as
Can we recruit?Screened, eligible, consented per monthScreening and enrollment records, pre-screening form
Will people be randomized?Proportion of eligible who agreeConsent and randomization events with dates
Do they start the intervention?Proportion who activate itSite or participant form: access date, first session
Do they keep using it?Engagement over timeUsage data from the intervention, entered or exported by your team
Can we measure the outcome?Proportion with usable outcome at follow-upePRO tasks and completion status
Do they stay in the study?Retention at each time pointVisit status and withdrawal reasons
Is it acceptable and safe?Short acceptability form; adverse eventsParticipant ePRO and the adverse event form

Capture does not claim a tool to import usage logs from your app. Plan how engagement summaries reach the dataset, for example as a form entered by the study team.

Randomization

Randomize inside the study, with a record of who and when

A pilot should rehearse the randomization procedure it will use in the definitive trial. Capture includes randomization in the same system as the forms, so allocation is recorded with the participant, the date and the user, and sits in the audit trail.

  • Randomization is part of the study, not a separate spreadsheet or web page.
  • Blinded roles do not receive treatment-arm values, which supports blinded outcome assessment.
  • Test it with dummy participants in the free sandbox before you enrol anyone.
  • Estimate your sample from feasibility goals with the pilot sample size calculator.
Randomization software for small studies
Randomize subject 01-007
Site 01: 3 randomization slots remaining17 / 20

Study status Live

Site activated Yes

Randomization list 42 allocations left

Has the subject signed the current informed consent?

YesNo
Next numberR-0013

Rehearse the whole pilot before it starts

Randomize ten dummy participants, send a questionnaire to your own phone and look at the dashboard. The sandbox has every feature, no credit card and no time limit.

Set up your pilot in the free sandbox

Follow-up

Collect outcomes on participants' phones without building an app

Your intervention is the thing you are testing; the outcome measurement should not need a second app. Capture runs ePRO questionnaires on the participant's phone and records completion, so you can report outcome completeness honestly.

  • Scheduled tasks for baseline, mid-point and end-of-intervention outcomes.
  • Completion status per participant and per time point on the dashboard.
  • Short diary or acceptability forms between visits if your protocol needs them.
  • Optional site forms for any clinician-assessed outcome.
ePRO software for clinical trials

Evening diary

Question 3 of 8

How would you rate your fatigue today?

0 = no fatigue, 10 = worst imaginable

012345678910
Add a photo (optional)
BackNext
● Answers saved as they go

Design choices

Digital intervention pilots: five design traps and how data collection avoids them

The same traps recur in feasibility trials of apps, online programmes and digital therapeutics. None needs special software, but each is easier to handle when the data system was configured for it.

1. Unblinded participants and outcomes

Participants know whether they received the app, so self-reported outcomes carry expectation effects. Where possible add an assessor-rated or objective outcome collected by a blinded role, and record who collected each.

2. Contamination and control arm engagement

Waitlist or usual-care participants may find a similar tool. Add one short question about other digital tools used so the issue appears in the data rather than in the reviewer's comments.

3. Version changes during the pilot

Digital interventions get updated while the study runs. Record the version each participant used, and keep a change log. Within Capture, form changes follow a draft to approved lifecycle, so questionnaire changes are deliberate and traceable; see eCRF versioning mid-study.

4. Missing outcome data

Dropout from digital studies is often high. Record the reason for non-completion at each time point, not only the absence of data, and chase early using reminder schedules.

5. Regulatory status of the software

If the app is, or may become, a medical device or a digital therapeutic, the pilot is also early evidence generation. See DTx clinical validation software and EDC for digital health clinical trials. Whether your product is regulated as a device is a question for your regulatory adviser, not for this page.

Progression

Before the first participant: write down these progression decisions

A traffic-light approach is common: green means proceed, amber means proceed after changes, red means stop or rethink.

Recruitment rate threshold

Minimum participants per site per month that makes a definitive trial plausible.

Retention threshold

Proportion with outcome data at the primary time point that you will accept.

Intervention engagement threshold

What counts as having received an adequate dose of the digital intervention.

Outcome completeness

Proportion of primary outcome questionnaires fully completed.

Safety signals

Which events trigger a pause, and who decides.

Who reviews and when

A named review point, with the dashboard counts as evidence.

FAQ

Questions teams ask before they switch

Something not covered here? Ask us directly.

What is a pilot RCT of a digital intervention?

A small randomised study whose purpose is to test whether a full trial of an app or online programme is feasible: recruitment, randomization, retention, outcome completion and acceptability. It is not designed to prove effectiveness.

Do I need a regulated EDC for a pilot?

It depends on your sponsor, funder and ethics requirements. Even where no formal regulation applies, an audit trail, role-based access and a clean export make the feasibility numbers trustworthy. Capture offers Part 11-aligned controls from the first sandbox study.

Can Capture randomize participants?

Yes. Randomization is part of the platform, with the allocation recorded in the audit trail and blinded roles never receiving treatment-arm values.

Can participants complete outcomes on their own phones?

Yes. ePRO questionnaires run on the participant's phone, with completion tracked so you can report outcome completeness.

Can I import usage logs from my app?

This page does not claim an import tool or API. Plan how engagement summaries reach the dataset, for example as a form entered by your study team, and test the process in the sandbox.

Which reporting guideline applies?

The CONSORT 2010 extension for randomised pilot and feasibility trials is the usual reference. Confirm the current checklist with your target journal.

Can I move from the pilot to the definitive trial in the same system?

You can build the definitive study in the same platform and reuse forms as a starting point. Capture is suitable for Phase 1, 2 and 3 studies.

How do I try it?

Open the free sandbox, build the pilot, randomize dummy participants and look at the dashboard. It has every feature, no credit card and no time limit; you pay only when you go live.

Find out if your trial is feasible before you fund it

Free sandbox with every feature. Build the pilot, randomize dummy participants and read your feasibility dashboard.

Set up your pilot in the free sandbox