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17,080 products · 83,012 snapshots
Enso Insights

Enso Insights

Quiet signal

Free AI Brand Visibility Scorecard

Launched 1d ago
Signal
17
Velocity
0

What this means

40%Vote pace is below typical for this category.
Running at 40% of comparable launches.
+30%Launching in a 30% WoW growing category.
Marketing had 181 launches this week vs 139 last.
16Founder Conviction Index: 16 — low signal.
Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.

Prediction

Top-5 finish probability
3%
today
Projected end-of-day votes
2range 2–3
Trajectory
stable
Vote pace holding steady.
Speed vs peers
0.4×
6 comparable launches

About

Enso Insights audits how your brand shows up in AI answers. Live Brave Search data, scored by Gemini 2.5 Flash, cross-checked by GPT-4o, with cited evidence and a shareable 1-year report link. The scorecard is the diagnosis — every gap gets prioritized next actions that land in the Command Hub as owned work, so it becomes this quarter's plan. First full scorecard is free — email in, magic link, done.

Attention & discussion velocity

Performance

Velocity0
Vote pace vs average
Momentum0
Sustained over 6h
Virality0
Spread × engagement
Engagement—
not measured

Editorial read

Scored deterministically. Only candidates that fire a story trigger are sent to a model, so this one has no written angle.

ThinLittle evidence and no strong angle. Nothing to build on yet.
106/8
Timeliness5%89
carried 6%
Novelty15%49
carried 18%
Trend20%33
carried 24%
Founder10%17
carried 12%
Business15%5
carried 18%
Story20%0
carried 24%
Not measured · 2 of 8
Revenue10%—
Cross-platform5%—

Gaps in our data, not findings about the product. Their weight is redistributed across the 6 we did measure.

measuredmeasured, zeronot measured
Full audit →

Signal sources

2 of 6 active
  • Launch tracking3 readings since we picked it up
  • AI analysisnot yet enriched
  • Comment intelligencethread not yet analysed
  • Outside discussionnot checked — domain is a storefront or shared
  • Revenue signalsno match on this domain
  • Editorial scoring12% evidence coverage

A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.

Founders

Ram Iyer
@ram_iyer1
rep 19
Ram Iyer
@ram_iyer1 · hunter

Topics

AnalyticsMarketingArtificial Intelligence