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7,393 products · 34,965 snapshots
OpenSEO - AI Visibility

OpenSEO - AI Visibility

Strong signal

The open source Semrush alternative

Launched 8h ago
Signal
65
Velocity
10

What this means

9.7×Growing 9.7× faster than the typical comparable launch.
Compared to 3 comparable launches at the same age.
50%Mid-tier finish likely.
Projecting attention of 189 by end of day-1.

Prediction

Top-5 finish probability
50%
today
Projected end-of-day votes
189range 142–255
Trajectory
stable
Not enough snapshots yet to detect trajectory.
Speed vs peers
9.7×
3 comparable launches

About

Without good data, your agent gives generic advice. We provide the data, tools, and integrations your AI agent needs for SEO via MCP. Regular SEO is the foundation of good GEO, but we just released a new set of AI Visibility features as well.

Attention & discussion velocity

Performance

Velocity10
Vote pace vs average
Momentum10
Sustained over 6h
Virality13
Spread × engagement
Engagement18
Discussion per unit of attention

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.
135/8
Timeliness5%100
carried 7%
Novelty15%32
carried 20%
Trend20%30
carried 27%
Business15%18
carried 20%
Story20%0
carried 27%
Not measured · 3 of 8
Revenue10%—
Founder10%—
Cross-platform5%—

Gaps in our data, not findings about the product. Their weight is redistributed across the 5 we did measure.

measuredmeasured, zeronot measured
Full audit →

Signal sources

2 of 6 active
  • Launch tracking2 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 scoring28% 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

Carter
Carter
@csm1th
rep 25
fmerian
@fmerian · hunter

Topics

MarketingSEOOpen Source