App Store verdict · build Pain point

Mobile cost estimator with session state and drafts

Built for Field contractors and estimators who need to juggle multiple job estimates on their phone without losing work or reverting to previous estimates..

“How does this have any good ratings??? It closes if you leave the app to find info. When you try create a new estimate it opens your last estimate… it cant make…”

The receipts — real demand

“How does this have any good ratings??? It closes if you leave the app to find info. When you try create a new estimate it opens your last estimate… it cant make make any progress confidenty in it. Im baffled how this is recommended as a top estimator! Smh”
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6.3 / 10 · demand score
Pain 7
Willingness to pay 4
Feasibility 6
Specificity 8
Audience 8
Competition 3

Why this is a gap

Surfaced from a high-intensity complaint with clear willingness to pay and a specific, reachable audience.

The market

Field contractors and estimators lose work when switching apps or looking up info. No search volume, but the pain (app crashes on context switch, lost drafts) is a usability blocker for mobile-first field work.

Competition & the opening

Some rivals · 3/10

Existing estimator apps (ServiceTitan, Housecall Pro) handle estimates but don't preserve session state on app pause. The gap is simple: background persistence and draft management so users can jump between the app and reference info without data loss.

What's hard to build

Must handle graceful state recovery on low memory, network interruptions, and rapid app switching on Android and iOS. Must also sync drafts to cloud without blocking UI. Edge cases (conflicting edits, stale cloud data) are common in field work. Feasibility 6/10 reflects the mobile-specific challenges around memory management and offline-first sync.

Why now

Mobile apps closing on backgrounding is a solved OS problem, but niche estimator apps skip basic session persistence.

How you'd monetize

$9.99/mo SaaS subscription