How AI Solar Design Prevents Mismatch Loss With Multi-String Layouts
A single string only works if every panel on it sees the same sun. Here is how AI decides when your roof needs more than one string, and why that decision affects your output for decades.
Comparing Multiple AI-Generated Design Scenarios Before You Commit
Most homeowners see one solar design and sign it. Here is how to compare several AI-generated design scenarios side by side before committing to a layout.
How AI Solar Design Adjusts for Roof Tilt and Mounting Angle Losses
Roof tilt and mounting angle change how much a solar system actually produces. Here is how AI design tools measure that angle precisely and correct for the losses a rough pitch guess would miss.
What an AI Design Gets Right (and Wrong) About Panel Count
Your AI solar quote comes with a panel count. Here is what that number gets right, where it can be wrong, and how to know which parts to trust before you sign.
PTC vs STC Ratings: Why Your AI Solar Estimate Uses the Right Number
A 400 watt panel rarely makes 400 watts on your roof, and that’s not a flaw. Here’s the difference between STC and PTC solar ratings, and why Axia’s AI design process builds your estimate on the more realistic number.
How AI Optimizes Battery Size for NEM 3.0 Export Value
Under NEM 3.0, battery size is a financial decision, not just backup. Here’s how AI models your home’s hourly usage and utility rate plan to size a battery that actually captures export value instead of guessing.
How AI Solar Design Lowers Soft Costs, and Whether the Savings Reach You
Soft costs, not panels, drive most of a solar quote. AI design genuinely shrinks the design and permitting slice of that cost, but nothing guarantees the saving reaches your price instead of the company’s margin. Here is how to tell which one happened.
Do You Qualify for Pasadena’s New PWP Solar and Battery Rebate?
Pasadena Water and Power now offers up to $550/kWh in battery rebates and $1.00/watt in solar rebates. Here’s exactly who qualifies and how to apply.
What Makes an AI Solar Design “Permit-Ready”?
A design that looks great on your screen still has to pass the plan checker at your building department. Here is what a permit-ready solar design actually contains, how AI generates each required document to code, and where a licensed professional still has to sign off.
Why Curved and Complex Roofs Still Need Human Review, Even With AI
AI design measures ordinary roofs fast and accurately, but curved and arched roofs break its flat-plane assumption. Here is where it fails and what human review catches.