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17,045 products · 82,562 snapshots
Ray by AMMP

Ray by AMMP

Quiet signal

AI coworker for renewable energy asset managers

Launched 1mo ago
Signal
18
Velocity
21

What this means

20%Vote pace is below typical for this category.
Running at 20% of comparable launches.
+300%Launching in a 300% WoW growing category.
Climate Tech had 4 launches this week vs 1 last.
20Founder Conviction Index: 20 — low signal.
Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.

Prediction

Top-5 finish probability
9%
today
Projected end-of-day votes
2range 2–3
Trajectory
stable
Not enough snapshots yet to detect trajectory.
Speed vs peers
0.2×
147 comparable launches

About

Ray is an AI coworker for renewable energy asset managers. He works in Microsoft Teams, Slack and AMMP OS, on data from 10,000+ solar, wind and battery sites. Each night Ray checks every site against its budget, explains output drops by cause (outages, soiling, clipping, faults), ranks recurring alarms, checks O&M contracts for breaches and drafts investor reports. He pulls the right people into one thread and shows his working, so your team reviews and approves before anything goes out.

Attention & discussion velocity

Not enough snapshots yet. Run the snapshot worker every 15 min to build the time-series.

Performance

Pace needs two or more snapshots. This launch has 1, so velocity and momentum read as unmeasured rather than zero.

Velocity—
not measured
Momentum—
not measured
Virality—
not measured
Engagement—
not measured

Signal sources

1 of 6 active
  • Launch tracking1 reading 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 scoringbelow the signal threshold for this pass

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

Andreas Lehner
@andreasml
rep 13
Andreas Lehner
@andreasml · hunter

Topics

SaaSArtificial IntelligenceClimate Tech