Study dashboard

At a glance

StressLens turns an AI-research-ethics worry into one concrete, fixable change. Here's what's inside.

Scenarios
Safeguards
Issue types
Explored so far
Hi, I'm your ethical research companion

AI research ethics can be complex. Let's take it one step at a time.

No perfect plan needed. Tell me about your study in your own words — I'll ask a few questions, then we'll narrow it down to things you can actually fix.

or upload your study

Upload your study material

Have a protocol, ethics form, or paper? Upload a PDF (or .txt) and I'll read it, interpret the problem, and show you where it could lead.

Your document is only read to interpret it in this session. Files are not stored.

I'm here to help you think it through — not to judge your design.

How it works

  1. Talk it throughI ask one question at a time — no forms, no jargon.
  2. Pick one of five issuesI turn what you said into five concrete things you could fix.
  3. See where it leadsGet a dated timeline for that one point, and the smallest change that bends it.
Let's talk it through

What are you working on?

Mirror asks one question at a time. Answer in your own words — no right answers.

From your conversation

Five things you could actually fix

Pick one to work on first. Each is a concrete step in your study — not a general category. Tap a card to see where it leads.

Where this one point leads

    Common scenario

    Before you decide

    Five things the consent form did not spell out

    These facts are deliberately hidden from participants. Read them, then imagine the study from their perspective.

    Random condition

    Veil of ignorance

    You don't know which role you'll get

    Revision protocol

    Pick up to 3 fixes

    Your team has limited time. Choose the three changes that best balance effort and risk reduction.

    0 of 3 selected

    One last step

    EasyVery hard

    Thank you

    Your response has been recorded. You can close this page, or start again with a different issue.