gridwatch-ai
GridWatch AI is an explainable AI platform for electricity-demand forecasting, anomaly detection, load-pattern clustering, and grid-risk assessment. It combines LSTM, XGBoost, Isolation Forest, K-Means, SHAP, and RAG-based AI assistance with a FastAPI backend and React-TypeScript frontend.
Details
- External ID
- 1394708713
- Source
- GITHUB
- Company
- —
- Product
- gridwatch-ai
- Website domain
- github.com
- Launched
- Sept. 29, 2026
- Cohort
- —
- Upvotes
- 20
- Upvotes percentile
- 0.6029976940814757
- Tags
- —
- Fetched at
- Sept. 30, 2026, 1:02 a.m.
- Updated at
- Sept. 30, 2026, 1:02 a.m.
Enrichment
- Theme
- specialized AI models and agent reasoning tools
- Vertical
- Energy & climate
- Function
- Analytics & BI
- Audience
- B2B
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- ai platform for electricity demand forecasting and grid risk assessment
- Manually corrected
- False
Could you build this?
Partial The dashboard and basic ML wrappers (FastAPI, scikit-learn, XGBoost, SHAP) are straightforward, but real-world electrical grid risk assessment requires complex power systems domain modeling and real utility data pipelines.
What it would actually take: The architecture combines a FastAPI backend running time-series forecasters (LSTM, Prophet, XGBoost) and explainability libraries (SHAP) connected to a React frontend. The difficult part is sourcing realistic or live SCADA grid telemetry data, engineering domain-specific weather/holiday features, and calibrating risk thresholds to actual electrical distribution constraints.
Competitors
Other products that read as similar to this one — 91 launches clear the similarity bar, closest 8 shown.
Attention rank: #33 of 92 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 332 days after the earliest competitor.
- Bidflow - AI Copilot for Electrical Estimating · yc · 2026-01-19 · 15 upvotes · similarity 0.44
- Condor Energy - powering next-gen electricity supply · yc · 2026-02-24 · 23 upvotes · similarity 0.42
- Invertix: Energy Superintelligence · yc · 2026-09-28 · 6 upvotes · similarity 0.41
- GridBeacon · ph · 2026-09-17 · 1 upvotes · similarity 0.41
- Gowatch: AI Monitoring Platform for Businesses · yc · 2025-12-11 · 25 upvotes · similarity 0.41
- Squid 🦑 AI-powered grid planning in your browser · yc · 2026-01-28 · 15 upvotes · similarity 0.41
- Edviro - AI that operates energy infrastructure · yc · 2026-08-26 · 5 upvotes · similarity 0.40
- FireWatch AI · ph · 2026-09-29 · 3 upvotes · similarity 0.39
Other launches for this product
- No other launches for this product.
Same idea, different domain
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