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Updated · 2d ago
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ECOMMERCE ValidatedEvidence 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.

Cost Tracker Tool

7
builder posts asking
latest ask seen 4w ago
+2 product posts seen in community
see the posts →
7
different people asking
across 1 platform
who →
8
rivals shipping · web scan
see prices →
$11.99
cheapest rival / mo
range →

In their words

"I forget to add some expenses, and I often don’t know the real profit per pallet until much later" — a builder, verbatim · sign in free to trace the source ↗

What they tried & dropped

Extracted word-for-word from the evidence posts below — every item is quoted verbatim from a real builder.

Excel — "getting messy" verbatimsign in to trace ↗
Excel spreadsheets — "becoming a bit of a bottleneck" verbatimsign in to trace ↗
Home Assistant — "manual data entry" verbatimsign in to trace ↗
Payoneer — "neither really fixes it" verbatimsign in to trace ↗
Seller Central — (no stated shortcoming) sign in to trace ↗

Hard requirements

Non-negotiables stated by builders in their own words. Miss one and they will not switch.

efficienthold the payout currency and pay suppliers without the conversion round tripsingle platformscalabilityno APIExcel/CSV updates

Competitor pricing

Named rivals & real prices 🔒
Rivals charge $11.99-$159/mo · names — log in ↗
Open-source check · GitHub · 2026-07-11
⚠️ Established open-source player: getagentseal/codeburn ⭐8,588 — Free, local tool to track AI coding token usage and cost across 31 tools and agents (Claude Code, Cursor, Codex, Gemini

How we checked

Where we searched
3 sources · GitHub (open-source check) · App Store · SaaS marketplaces
Verification funnel
45 raw matches scanned, then AI-de-duped · see the breakdown below
Last scan
7d ago · 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 →

What the numbers suggest

8 rivals shipping (fact bar) see prices → market is crowded; differentiate on the unmet requirements above, don't compete on breadth.
7 builder posts asking · 7 different people (fact bar) see posts → demand is independently reported, not one person repeating themselves.
1 new tracked post (all types) in the last 30 days vs 5 the month before see the curve → demand is cooling.
7 demand signals vs 8 shipping rivals → supply already outweighs demand — enter only with an edge.
0 willingness-to-pay quotes yetno one has named a price — validate pricing before building.

Signal history

7 tracked posts (7 asks · 0 product/news) first post Jun 2026 ▲ 1 in the last 30 days
2026-06-18 · +1 post · 1 on record2026-06-27 · +1 post · 2 on record2026-07-06 · +1 post · 3 on record2026-07-08 · +1 post · 4 on record2026-07-13 · +1 post · 5 on record2026-07-18 · +1 post · 6 on record2026-07-22 · +1 post · 7 on record 7 0 Jun 2026 today

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

7 source posts on record — each insight links back to a real one.

7 reddit

Log in free to read every original post ↗

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