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CorroboratedⓘEvidence tiers: Early signal = 1 uncorroborated request — treat as radar, not a validated opportunity · Corroborated = 2-3 requests · Validated = 4+ requests from 2+ different people. Every count appears exactly once, in the fact bar below — each traces to a real source post.
Expense Tracking with Forecast
In their words
"I’m looking for an open-source or self-hosted tool to track grocery expenses from receipts." — a builder, verbatim · sign in free to trace the source ↗
Hard requirements
Non-negotiables stated by builders in their own words. Miss one and they will not switch.
sends the report to Excelsaves and emails the data in a preset form to a designated fileself-hosted or open-source
Competitor pricing
Named rivals & real prices 🔒
Rivals charge $5/mo · names — log in ↗
Open-source check · GitHub · 2026-07-30
🔵 5 open-source attempts, none above ⭐22 — no winner yet · verify ↗
How we checked
Where we searched
2 sources · GitHub (open-source check) · SaaS marketplaces
Verification funnel
44 raw matches scanned, then AI-de-duped · see the breakdown below
Last scan
today · auto-refreshed every 30 days
Sign in to see the full opportunity
Every source post · named rivals with real prices · what builders tried & dropped · quantified pain — all traceable to the original posts
Sign up free →Signal history
17 tracked posts (3 asks · 14 product/news)
first post Apr 2026
▲ 6 in the last 30 days
Cumulative tracked posts (asks + products + news) by original post date · GapMine tracked communities — not search volume · every step traces to a real post in the evidence record (sign in to read them).
Evidence pool
8 source posts on record — each insight links back to a real one.
4 reddit2 ph2 aws