What User Testing Actually Costs: Free Feedback, Moderated Sessions, and AI Panels
A clear-eyed cost comparison of free feedback, moderated user testing, and AI user panels, and when each one is worth your money.
Every founder knows they should test with users before launch. Almost none do it, and the reason is usually not laziness. It is that the options are either slow, expensive, or awkward. Here is what each route actually costs, in money and in time, so you can pick the one that fits where you are right now.
Free feedback: $0, paid in patience
Posting in a community, DMing friends, asking your group chat to try the app. The sticker price is zero, but the hidden costs add up:
- It is slow. Days of waiting for replies that may never come.
- It is polite. People who know you soften the blow, so you hear "looks great!" instead of "I could not find the signup button."
- It is unstructured. Everyone comments on something different, so you end up with opinions, not a list of things to fix.
Free feedback is still worth having. Just know you are trading money for time and candor.
Moderated user testing: $60+ per person, per session
The gold standard. A real human sits with your app while a moderator (often you) watches and asks questions. Recruiting and running one session costs $60 or more per person, and that is before incentives, scheduling tools, and the days spent lining everyone up. Five testers means $300+ and a week of calendar Tetris.
What you buy is real human judgement: hesitation, confusion, emotion. Nothing else fully replaces that. But for most indie makers, doing it for every landing page tweak is not realistic.
AI user panels: fast, cheap, simulated
The third option is newer. With IndieCru.sh you paste your URL and 10 AI users review your app. Three of them actually sign up and walk your core flow, screenshotting every step and quoting exactly where and why they would abandon. Results land in about 15 minutes, for a $39 one-time payment, with free reruns for 30 days.
The honest catch: these are simulated personas, clearly labelled as such, not real people. An AI panel is excellent at finding breaks. Confusing copy, dead ends, forms that ask too much. It will not tell you whether strangers will love your product. Breaks, not love.
Use AI panels to find what is broken before real humans ever see it. Use humans to find out if what remains is worth loving.
So when do you use which?
- Pre-launch and iterating fast: AI panel. Fix the breaks in hours, rerun for free, repeat.
- Validating the idea itself: moderated sessions with real people. Pay the $60+, it is cheaper than building the wrong thing.
- Always: free community feedback, as long as you discount the politeness.
Between the AI run and a full moderated round sits the Pro Review: $99, and our founder Alex Saint re-verifies every AI finding by hand within 48 hours, so you get human judgement on top of machine speed without recruiting anyone. Check current prices for the details.
Or start free: paste your URL into the free roast and 3 AI personas will review your landing page in about 90 seconds, no account needed. You will know within two minutes whether your first impression survives contact.