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.

Start Free Trial → 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

Three steps from course upload to actionable insights

01

Upload your course

Drop in your course text, upload a document, or paste a link. We structure it into modules a synthetic student can navigate end to end.

02

AI generates synthetic learners

We spin up a diverse cohort of synthetic students — different backgrounds, skill levels, and learning styles — and have each one navigate your course like a real learner would.

03

You see what broke

Get a module-by-module report showing exactly where confusion stalled, where learners dropped off, and what to fix first — before a real student ever finds it.

Built with input from instructional designers, L&D leaders, and course creators

"I used to beta-test every course on my own newsletter audience. Now I get the same signal in five minutes — and I can act on it before launch."

MR
Maya Rodriguez
Senior Instructional Designer · EdFirst Learning

"The drop-off predictions line up with what our LMS analytics show months later. It's like previewing the retention curve on day one."

DK
Daniel Kowalski
L&D Lead · Northwind Logistics

"Three personas flagged the same Module 4 dead-end I missed in three rounds of peer review. That alone saved me a refund wave."

AT
Aisha Thompson
Course Creator · MakerCourse Studio
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

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 →

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