Context-Aware Automation Memory

2 platforms · 2 mentions

Opportunity score 80/100 High Conviction

TECH sector avg: 79 +1 #2 of 3 (3 cards)

PainPain intensity signal (LLM-judged level + average pain_strength from D signals).

63(moderate)

MentionsPublic discussion volume · benchmarked against full-library percentile (daily-refreshed).

10(weak)

PayPaid-evidence count (log-scale · 1 = 70, 2 = 80, 4 = 90, 8+ = 100).

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TriggerRecent trigger events count + freshness (14-day decay window).

25(weak)

SourcesPlatform-diversity percentile · how many distinct sources mention this.

50(moderate)

ForecastPredicted growth (TimesFM 7-day) · benchmarked against full-library percentile.

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Score = real demand ÷ existing competition × evidence confidence · blue-ocean weighted (more competitors → lower score) · Early signal — thin evidence so far, firms up as more signals + competitor data arrive.

Dark Horse Just Found

Coverage

We searched 2 places where competitors live — transparent about what we covered and what we missed.

Where we searched

2 sources · GitHub · SaaS marketplaces

Real competitors found

2 shipped products (AI-verified from 13 raw matches)

Last scan

today · auto-refreshed every 2 weeks

Should you build this?

YES, if

You can ship in 1-2 weeks on $0-20/mo infrastructure
Only 2 weak rivals shipping — room to differentiate

THINK TWICE

Only 2 mentions across platforms — evidence thin, validate before building

VALIDATE THIS WEEK

This weekend: DM 5 users who complained — ask if they'd pay $9/mo for a fix (no build yet)
Next 7 days: ship a 2-page landing site with $9/mo waitlist + "request beta" form — count signups
If <10 signups in 7 days: kill it · the demand isn't there at this price

Updated as new signals arrive

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Who this is for · Why now · Willingness to pay · Full timeline · Competitor landscape · Build with AI prompt · Validation playbook · Evidence pool · 8+ more sections