Find the flaw before you build it. Or find out why it failed.

Select a mode to begin.
[ + ] SEE A SAMPLE RUNexpand
minto_engine_log
MINTO_ENGINE_LOG // CASE_STUDY: FATAL_STRUCTURAL_FLAW
SUBJECT:
"I want to build an AI tool that automatically creates and schedules
social media posts for local businesses like restaurants and salons.
They're too busy to do it themselves and I can save them hours per week.
I'll charge $29/month. It basically runs itself."
DETECTED STRUCTURAL FLAWS:
[FATAL_VECTOR_01]HIGH_ICP_CHURN— Local micro-SMB avg. software tenure: 47 days
[FATAL_VECTOR_02]ZERO_DESKTOP_USAGE— 94% of target ICP manages ops via Facebook mobile app (free)
[FATAL_VECTOR_03]MARKET_SATURATION— 380+ active competitors indexed: Buffer, Later, Metricool, Publer...
EVIDENCE CORPUS — r/Entrepreneur [8 months ago]:
"Spent $4,200 on development. Acquired 12 local restaurant accounts.
10 accounts churned by day 60. Observed behavior: operators continued using
the native Facebook mobile app exclusively. No adoption of the new tool."— u/failed_saas_founder_2023
EVIDENCE CORPUS — news.ycombinator.com [5 months ago]:
"Ask HN: Why do social scheduling tools for SMBs have such high churn rates?

Top reply: Decision-maker and daily operator are different individuals.
Owner signs contract. Staff declines adoption. Tool reaches 60-day idle threshold.
Subscription cancelled. Repeat across entire customer cohort."— HN thread, 214 upvotes
EVIDENCE CORPUS — r/SaaS [3 months ago]:
"Seeking alternatives to Buffer with measurable SMB retention.
Current acquisition cost: $800/mo. Average churn window: 6 weeks.
CAC:LTV ratio is non-viable. Root cause of churn has not been identified."— u/smb_saas_operator
VERDICT:RED_LIGHTCONFIDENCE:0.94
ICP has zero desktop-workflow integration behavior. Budget holder ≠ daily operator. Churn is structural, not fixable by UX.
$ analysis complete — exit code 1 (concept rejected)