We Don't Guess.
We Measure.
170+ cross-national surveys. 100 real beta users. 1,000,000+ data points validated. Here's what the numbers say.
Survey Responses
Cross-national research
Beta Users
Real product feedback
Data Points
Validated core logic
Log Time
Avg. vs. minutes before
What 170+ People Told Us
Cross-national research validating the problem — conducted before writing a single line of code
Headline Finding
of users quit traditional tracking apps within 2 weeks
The #1 reason cited: too time-consuming. Not lack of motivation. Not lack of interest. The apps themselves drove abandonment.
said logging a single meal took more than 2 minutes
Feedii target: under 10 seconds
felt judged or guilty using existing apps
Feedii: zero red warnings, zero guilt language
wanted to track but didn't know where to start
Feedii: zero-friction onboarding, no food database
Survey Methodology
Sample
170+ respondents across US, China, and SE Asia markets
Demographics
Ages 16–35, mixed gender, health-conscious or diet-curious
Method
Structured questionnaire + open-ended qualitative follow-up
Before Feedii vs. After Feedii
What our 100 beta users reported after their first week
Other Calorie Trackers
With Feedii
Logging Time: Feedii vs. Traditional Apps
Based on user-reported times from our 170+ survey study
What Beta Users Say
Real feedback from 100 users who tested Feedii before launch
Beta User, 22
Los Angeles, CA
“I've tried every tracker. This is the first one I've used past day 3. It just doesn't feel like work.”
Beta User, 19
Berkeley, CA
“The 10-second thing is real. I log while walking to class. I've never done that with any other app.”
Beta User, 26
New York, NY
“Finally an app that doesn't make me feel bad. I missed two days and it just said ‘welcome back’. That's it.”
Validation Milestones
The evidence trail from idea to shipped product
Phase 1
Problem Validation
- 170+ survey responses collected across 3 countries
- Identified top 3 pain points: friction, guilt, no insights
- Confirmed willingness-to-pay at $0.99–$9.99/mo tier
Phase 2
Technical Validation
- 1,000,000+ data points processed through AI pipeline
- Multi-model routing architecture built and tested
- Sub-10-second logging confirmed across 5 meal categories
Phase 3
Market Validation
- 100 beta users onboarded — zero paid acquisition
- 74%+ retention at 2-week mark
- App Store submission approved, live in US market
Phase 4
Scale & Grow
- Campus ambassador program (Q2 2025)
- AI meal photo recognition launch (Q3 2025)
- Target: 2,000 paying users for break-even