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BUILD X-RAY

Shadow Scope

X-ray a build's hidden complexity, risk, and cost.

What are you building?
How many people use it?
What's the timeline?
Do you need mobile?
Any AI or ML?
How do people sign in?
Is money changing hands?
Files, photos, or video?
How many outside systems does it touch?
Where does this start from?
CLIENTAUTHDATAPAYMENTSAIMEDIAINTEGRATIONS3.2COMPLEXITY
Complexity
3.2 / 10
Risk
Low
Timeline
3–5 wks
engineering time
Est. build cost
$8k–$23k
typical range, not a quote

What drives the score

Web app surface area
An AI feature
User accounts
One-time payments
A couple of integrations

Hidden complexity

  • Even one AI feature adds a paid dependency with rate limits and non-deterministic output you have to handle gracefully.

What breaks first

  • Payment webhook downtime silently strands paid users. Handlers must be idempotent, with reconciliation as a backstop.
  • Auth is a single point of failure — if it's down, nothing works. Session and token handling have to be bulletproof.
Engineering report

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