Ray by AMMP
AI coworker for renewable energy asset managers
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Details
- External ID
- 1272705
- Source
- PH
- Company
- —
- Product
- Ray by AMMP
- Website domain
- producthunt.com
- Launched
- Oct. 8, 2026
- Cohort
- —
- Upvotes
- 2
- Upvotes percentile
- 0.76
- Tags
- SaaS, Artificial Intelligence, Climate Tech
Description
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.
Enrichment
- Niche
- energy and utility management software
- Vertical
- Energy & climate
- Function
- Agent / copilot
- Audience
- B2B
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- ai copilot for renewable energy asset management
- Manually corrected
- False
Could you build this?
No Analyzing telemetry across 10,000+ renewable energy sites requires massive industrial IoT infrastructure and deep domain-specific physics models for photovoltaic/wind equipment.
What it would actually take: The system requires a massive industrial telemetry ingestion pipeline (Kafka, TimescaleDB/ClickHouse) handling millions of sensor data points from SCADA systems. It necessitates domain-specific physical degradation and energy loss modeling (clipping, soiling, inverter faults) combined with automated data reconciliation against weather and financial models. Building this requires power systems engineering, SCADA domain expertise, and enterprise-grade distributed time-series infrastructure.
Competitors
Other products that read as similar to this one — 22 launches clear the similarity bar, closest 8 shown.
Attention rank: #8 of 23 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 324 days after the earliest competitor.
- Ray · hn · 2026-04-04 · 8 upvotes · similarity 0.44
- SolarMind · ph · 2026-09-28 · 1 upvotes · similarity 0.37
- Combinely - AI coworker for tax teams · yc · 2025-11-24 · 10 upvotes · similarity 0.37
- Invertix: Energy Superintelligence · yc · 2026-09-28 · 6 upvotes · similarity 0.35
- Edviro - AI that operates energy infrastructure · yc · 2026-08-26 · 5 upvotes · similarity 0.33
- Apollo Atomics: The Modern Nuclear Company · yc · 2026-05-27 · 35 upvotes · similarity 0.33
- Alder: the AI employee that gets you paid · yc · 2026-09-28 · 6 upvotes · similarity 0.33
- Ace from Automat Workforce · ph · 2026-09-30 · 77 upvotes · similarity 0.33