Financial analysis · adoption-ready estimate
Scope Trimmer | Decision Ledger for Claude
If an entrepreneur "adopted" this product today, here's the realistic math.
Fermi summary
If you land 150 paying users at $8/mo that's $14.4k ARR - call it an 11% shot - and year-one you'll spend more building it than you earn back.
Market size (TAM)
$7.2M
~600k active Claude Code / Claude Pro power users who run software projects × ~$12/yr realistic willingness-to-pay for a single productivity skill
Year-1 ARR range
$2k - $54k
midpoint $14k
Gross margin
88%
Investment to production
$7k
Dev: $2k to productionize skill packaging, persistence layer, and multi-user auth. Marketing: $3k for targeted outreach to Claude Code commu
Probability of success
11%
P(reaching mid case in 12 months)
Expected take-home Y1
$-5612
probability-weighted, after investment
Go-to-market motion
ProductHunt launch + Claude skills marketplace listing → organic Claude community word-of-mouth → conversion at $8-15/mo per seat, targeting indie hackers and PMs who already pay for Claude.
Key risks
- Anthropic ships native scope/decision logging inside Claude natively, nuking the market overnight with zero notice
- Users discover a free 3-line system prompt replicates 80% of the value - willingness-to-pay collapses before you get traction
- Distribution is entirely gated by Claude's skill discovery surface, which Anthropic controls and has not proven it converts well for third-party monetization
- The logging/persistence layer (the 'remembers' differentiator) requires backend infra - if that's serverless or third-party, any outage kills the core value prop
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.