Distribution experiment review tutorial
A week 4 tutorial for test repeatability through one inspectable output.
When this is the right output
Use this when a usable MVP exists but distribution is still unproven.
Prepare before you start
- One case or sample that can be shown
- A second target-user batch or distribution channel
- A decision rule for continuing, narrowing, or stopping next month
Public case breakdown
How Photo AI turned an imperfect early product into paid demand
The public breakdown emphasizes that early outputs were imperfect, but users paid anyway. The founder then fixed bugs, improved quality, and added photo packs based on real usage.
Source
Indie Hackers Photo AI deep diveThe public deep dive says Photo AI reached about $5.4K MRR in week one and $100K+ MRR by month 18
Key moves
Sell a clear result
The offer was not an AI model; it was AI photoshoots and headshots.
Use paying-user feedback
Payment signals are stronger than free curiosity.
Ship continuously
Fix issues, add use cases, and improve output quality.
What to copy for a form MVP
The MVP can be manual
Users want the result, not your automated backend.
Do not validate free forever
Test small payment, prepayment, or repeat-use intent.
Distribution is the constraint
Without an audience, niche down or do direct outreach.
Safe small version
Collect inputs by form
Ask only for fields needed to produce the result.
Deliver manually 3 times
Record processing time, edits, and feedback.
Test a pilot price
Use a small paid pilot to decide whether to build.
Do not copy Photo AI's surface. Copy paid validation, iteration, and distribution discipline.
Build the first version
Package the case
Turn the strongest result into a case your target users can understand.
Prepare a second batch
Choose a similar audience or channel instead of changing direction.
Run distribution
Use the same case to test hooks, channels, or outreach.
Make the decision
Use pilots, payments, subscribers, bookings, or clear needs to decide next month.
Copy-ready templates
Case opening
I used [method] to help [audience] handle [problem] and produce [result]. Now I am testing whether it fits similar cases.
Second-batch outreach
I just finished a small case close to your situation and would like to know whether it could solve [problem] for your team too.
How to decide the next step
Continue when
- 10 trials or 2 paid intents
- One channel clearly beats the rest
- You can decide whether to keep distributing or change product
Change direction when
- The second batch creates no clear demand.
- The case only convinces the original customer.
- You still cannot name the acquisition source.
Return to the result after you finish this output
In week four, test whether people can find the product and review trials by source.