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Updated · 8h ago
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TECH CorroboratedEvidence tiers: Early signal = 1 signal · Corroborated = 2-3 · Validated = 4+ signals across 2+ platforms. Every count appears exactly once, in the fact bar below — each traces to a real source post.

Work Automation Tool

2
signals found
see the posts →
16
rivals shipping
see prices →
$20
cheapest rival / mo
range →

What they tried & dropped

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

self-automation — "getting lost and automation only turning on one alarm or none" verbatimsign in to trace ↗

Pain, in numbers

Quantified only where a builder stated a real figure — no LLM estimates.

70 alarms

24 alarms

60 alarms

15 alarms

Competitor pricing

Named rivals & real prices 🔒
Rivals charge $20-$50/mo · names — log in ↗

How we checked

Where we searched
3 sources · GitHub · App Store · SaaS marketplaces
Verification funnel
47 raw matches scanned, then AI-de-duped · see the breakdown below
Last scan
today · auto-refreshed every 3 months

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Every source post · named rivals with real prices · what builders tried & dropped · quantified pain — all traceable to the original posts

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What the numbers suggest

16 rivals shipping (fact bar) see prices → market is crowded; differentiate on the unmet requirements above, don't compete on breadth.
2 signals on 1 platform (fact bar) see posts → demand is real but single-channel — check it exists elsewhere before betting.
2 demand signals vs 16 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

2 posts on record since Jul 2026 — not enough to plot a trend. We plot history once a gap has 3+ posts spanning 3+ weeks.

Evidence pool

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

2 reddit

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