Test your courses with 10,000 students before one enrolls

Guinea Pigs generates synthetic students that navigate your online courses and surface exactly where learners get confused, drop off, or fail. Fix courses before they break.

Join the Beta → See How It Works
10 AI student personas
PDF reports included
No sign-up required to try
simulation_run_042
ML
Maria L.
92%
Pass
JR
James R.
47%
Stuck
AT
Aisha T.
78%
Pass
DK
Derek K.
23%
Failed
SP
Sarah P.
85%
Pass
9,847 of 10,000 students simulated

Used by instructional designers to test courses before launch — catch confusion, drop-off risk, and pacing issues before real students do.

The Problem

Course designers fly blind until real students complain

You spend weeks building a course. Then you launch it, wait for student feedback, interpret vague survey responses, and guess what went wrong. The first cohort is always the guinea pig. What if you could skip that entirely?

40%
Average online course completion rate
6 mo
Average time to get meaningful feedback
$400B+
Global e-learning market
0
Tools that test courses with synthetic learners

Three steps from course upload to actionable insights

01

Paste your course content

Drop in your course text, upload a document, or paste a link. Our AI breaks it into structured modules that can be navigated like a real course.

02

Choose synthetic student personas

Select from 10 diverse AI personas — first-gen learners, ESL students, working parents, visual learners, and more. Each navigates your content differently.

03

Get detailed feedback in minutes

Receive a module-by-module report: where students got confused, where they dropped off, and what to fix first. PDF export included.

Built for anyone who designs learning

🎓

Universities

Test courses across diverse student populations before launch. Especially powerful for institutions expanding to new regions where student demographics shift.

💼

Corporate L&D

Validate compliance training, onboarding flows, and skill-building programs. Ensure new hires across different roles and experience levels can complete training successfully.

💻

Course Creators

Stop losing students at Module 3. Identify exactly where your Udemy, Teachable, or Kajabi course loses engagement and fix it before you lose revenue.

🤖

EdTech Platforms

Quality-assure thousands of courses at scale. Integrate Guinea Pigs into your content pipeline to automatically flag courses with high predicted drop-off rates.

The only tool built for automated learner simulation

Every adjacent product solves human review workflow — gathering reviewer comments, managing sign-offs, tracking feedback threads. Guinea Pigs does something different: it simulates what learners actually experience.

Capability Manual review
(Word docs, peer feedback)
Guinea Pigs Review tools
(zipBoard, Articulate Review)
Time to first feedback 2–3 weeks ⚡ 5 minutes 2–3 weeks
Simulates learner confusion ✗ No ✓ Yes ✗ No
Predicts drop-off points ✗ No ✓ Yes ✗ No
Tests diverse student types ~ Depends on reviewers ✓ 10 personas built-in ✗ No
No scheduling required ✗ Needs coordinator ✓ Fully automated ✗ Needs reviewers
Cost Your time + reviewer time Free beta access $99–$875+/mo

The first cohort should never be the test cohort

Guinea Pigs brings the rigor of software testing to course design. Every course deserves to be stress-tested with diverse learners before a single real student logs in.

Join the Beta →

Be first to test your courses with Guinea Pigs. No spam, ever.