Subscription Scout - SaaS Management Dashboard

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

Fermi summary

Get to 100 paying SMBs at $80/mo and you're at $96k ARR - realistic but 86% of people who try this don't make it past 30 customers in year one.

Market size (TAM)

$38.0M

~50,000 US SMBs (20-200 employees) actively managing SaaS sprawl × $760/yr average contract value

Year-1 ARR range

$18k - $340k

midpoint $96k

Gross margin

80%

Investment to production

$24k

Dev: $12k for bank/card integrations (Plaid), SSO connectors, alerting, and billing. Design: $4k for dashboard UX polish. Marketing: $6k for

Probability of success

14%

P(reaching mid case in 12 months)

Expected take-home Y1

$-13280

probability-weighted, after investment

Go-to-market motion

Outbound LinkedIn + cold email to IT managers and ops leads at 20-150 person companies, pitching 'find and kill shadow IT spend' → free 14-day trial → $79/mo conversion.

Key risks

Discovery actually requires Plaid or card-statement parsing - Plaid's approval process is slow, costly ($500+/mo at scale), and categorization of SaaS vendors is noisy, meaning the core value prop may underdeliver at launch
Incumbents Torii, Blissfully, Substly, and Zylo already own this category's search terms and G2 reviews; a new entrant gets buried unless it wins on price alone, which destroys margins
One-time-use churn: after a company audits and cleans up their subscriptions in month 1-2, the ongoing value proposition weakens and monthly cancellations spike - retention is structurally harder than acquisition here

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.