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Financial analysis · adoption-ready estimate

Custom Automation Service - Automate Your Workflows

If an entrepreneur "adopted" this product today, here's the realistic math.

Fermi summary
Land 35 retainer clients at $285/mo and you hit $120k ARR - but at 48% margin and $26k upfront, expected year-1 take-home is negative until month 10, and there's roughly a 1-in-6 shot you actually get there.
Market size (TAM)
$180.0M
~150k US SMBs actively seeking done-for-you workflow automation (not DIY) × $1,200/yr avg retainer spend
Year-1 ARR range
$36k - $380k
midpoint $120k
Gross margin
48%
Investment to production
$26k
Dev/tooling: $9k for intake system, automation templates library, and client dashboard. Marketing: $10k for website, LinkedIn outbound seque
Probability of success
17%
P(reaching mid case in 12 months)
Expected take-home Y1
$-15800
probability-weighted, after investment

Go-to-market motion

Outbound LinkedIn targeting ops managers at 10-50-person companies → demo showing time saved on one specific workflow → $500 setup fee + $250-350/mo retainer.

Key risks

Generated by the Wishdeal Factory financial-analysis agent. Numbers are honest Fermi estimates, not guarantees. Real outcomes depend on the operator. The studio is bullish on the engineering quality, agnostic on the business outcome.