Predict grid asset failure and optimize generation dispatch economics with physics-informed AI.
Navigate renewable volatility, volatile spot electricity markets, and aging grid infrastructure. Model transformer degradation, forecast wind/solar output, and automate wholesale trading decisions.
Schedule a 30-Min Briefing
Speak directly with our Energy & Utilities power systems engineering and algorithmic trading leads.
The Operational Reality in Modern Power Utilities
The Seven Billion Solution: We build physics-informed neural networks that model thermodynamics and dissolved gas analysis (DGA) in transformers while optimizing battery storage dispatch against day-ahead and real-time wholesale LMP pricing.
| OPERATIONAL METRIC | LEGACY STATE | SEVEN BILLION IMPACT |
|---|---|---|
| Renewable Generation Forecast | Hourly standard regression | 5-min hyper-local physics AI |
| Transformer Health Inspection | Annual manual oil sampling | Continuous online DGA sensing |
| Battery Storage Dispatch Optimization | Rule-based time-of-use | Real-time stochastic solver |
Power Asset Risk & Insurance Underwriting Accelerator
Underwriting massive energy infrastructure—like offshore wind farms and gas turbines—takes traditional teams months of manual engineering inspections and backward-looking actuarial tables that fail in extreme climate events. This accelerator combines real-time physical sensor data with 10,000 Monte Carlo storm simulations. It calculates 100-year Probable Maximum Loss in milliseconds, allowing underwriters and risk officers to price risk and bind terms with total statistical confidence.
Instead of a 12-to-18-month custom software build, an Accelerator is an 80% pre-engineered, production-ready software engine. It connects directly into your existing enterprise software (SAP, Oracle, Epic, Rockwell) without rip-and-replace, automating high-stakes operational choices in under 30 days.

Compatible with your existing systems of record
We connect non-invasively via secure APIs and feature stores, leaving your core transactional systems undisturbed.
Frequently Asked Questions About Our Accelerators
Everything you need to know about security, ERP connectivity, algorithms, and our 30-day pilot deployment.
"Seven Billion's physics-informed asset models predicted a critical substation transformer failure three weeks before our standard testing would have caught it, saving over $8M in outage damages."
2026 Industry Trends in AI & Advanced Analytics
Download our comprehensive 42-page cross-vertical research report examining 140+ enterprise deployments, ROI benchmarks, and technology architectures across Energy & Utilities.
Prove the financial ROI in your ENERGY & UTILITIES operations
We model your actual data and constraints in a focused 4-week engagement before any enterprise roll-out.
The lowest-risk way to find out if AI is right for your business.
Phase 0 is a two-week discovery that tells you exactly which problems AI can solve, what it will take to build, and what it will cost. No obligation beyond it.
ABOUT Seven Billion
Seven Billion is an Applied AI company — a team of data scientists and AI engineers who build and deploy AI systems that run in production. Founded in 2020. Offices in Boston, USA and Bengaluru, India.
OFFICE
Boston, USA
Bengaluru, India




