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Financial analysis · adoption-ready estimate
Custom App Development | Bespoke Web & Mobile Solutions
If an entrepreneur "adopted" this product today, here's the realistic math.
Fermi summary
If you close 2 projects/month at $8k average that's $192k revenue and ~$105k gross profit - but with an 18% chance of actually getting there in year 1, your expected take-home after investment is roughly negative.
Market size (TAM)
$2.0B
~200k US SMBs actively seeking custom web/mobile dev annually × $10k average engagement value = $2B, ignoring enterprise and offshore competition already dominating the rest
Year-1 ARR range
$75k - $520k
midpoint $185k
Investment to production
$22k
Marketing/outbound: $9k (LinkedIn Sales Nav 6mo, targeted ads, content). Portfolio site + case studies: $3k. Legal/contracts/SOW templates:
Probability of success
18%
P(reaching mid case in 12 months)
Expected take-home Y1
$-1585
probability-weighted, after investment
Go-to-market motion
Cold LinkedIn/email outreach targeting non-technical founders of funded startups and brick-and-mortar SMBs → discovery call → fixed-scope proposal at $5k-$15k per project → close 2-3/month.
Key risks
- AI-generated codebases create hidden technical debt - clients return with bugs 60 days post-launch, demanding free fixes that destroy margin on already-closed projects
- Race to the bottom on price: overseas AI-assisted shops are already quoting $2k-$5k for projects that should be $10k, compressing rates industry-wide before you build pipeline
- Scope creep on fixed-price contracts is the #1 killer of custom dev agencies - a single bad client can consume 3x estimated hours and wipe out 2 months of margin
- No recurring revenue - every month starts at zero, making year 1 cash flow dangerously lumpy while you build a referral base
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.