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Savings Methodology

Last Updated: November 14, 2026  ·  Questions: info@homeshark.ai

This document explains how HomeShark calculates energy savings estimates, efficiency scores, similar-home comparisons, and solar projections. All estimates are models based on publicly available data — they are not guarantees of actual savings. See our Terms of Service for full disclaimers.

Data Sources

Data TypeSourceNotes
Property characteristics (sqft, year built, stories, HVAC, roof)ATTOM Data SolutionsPublic property records; may lag recent renovations
Solar potential, roof area, peak sun hoursGoogle Solar APIBased on satellite imagery and irradiance modeling
Street view photographyGoogle Street ViewFalls back to satellite imagery if street view unavailable
Geocoding and address validationGoogle Geocoding API–
Utility bill dataUser-uploaded (optional)Extracted via Anthropic Claude AI; bill deleted after processing
Regional electricity rates and usageEIA Electric Sales, Revenue, and Average Price (Table 5a, 2023)State averages; used when no bill is uploaded and for the similar-home comparison
Federal tax creditsIRS guidance on Public Law 119-21Homeowner credits (25C, 25D, 30C) have ended and are not included in estimates
State and utility rebate programsProgram administrators and utility websitesReviewed November 2026; verify current amounts with the program

Efficiency Score (0–100)

The HomeShark Efficiency Score is calculated in code from your home's characteristics and, when you upload a bill, your actual usage. The same home and bill always produce the same score.

The score is an estimate. A professional energy audit by a BPI- or RESNET-certified auditor will produce a more accurate assessment.

Monthly kWh Estimation (when no bill is uploaded)

When no utility bill is provided, monthly usage starts from the typical similar home described above and is adjusted by the property score: a home that scores below a typical home is estimated to use more, and one that scores above it less. The state's average electricity rate from EIA is used to estimate the bill.

When an actual bill is uploaded, the extracted kWh and rate replace these estimates.

Solar Savings Calculation

System Size

Google Solar API provides panel layouts for your roof with the expected yearly production of each. HomeShark shows two systems: Recommended, the smallest layout expected to cover about 100% of your annual electricity use, and Roof Maximum, the largest layout your roof supports. Panels are modeled at 400 W.

Annual Energy Production

Google's DC production estimate is converted to usable AC output with an 85% factor for inverter and wiring losses:

annual_kWh_produced = yearly_DC_kWh × 0.85

Annual Dollar Savings

annual_savings = self_used_kWh × rate + exported_kWh × rate × 0.25

Power you use yourself is valued at your electricity rate. Power beyond your annual use is credited at 25% of that rate, reflecting net billing programs such as California's. Utilities with full net metering credit exports at a higher rate, so savings there may be higher.

Install Cost

Installation cost is estimated at $2,800 per kW of system size. Actual prices vary by market, installer, and system design.

Federal Tax Credit

No federal credit is applied. The residential clean energy credit (25D) ended for systems installed after December 31, 2025. Solar leases and power purchase agreements may carry a commercial credit through the installer, which would show up as a lower price in their quote.

Payback Period

payback_years = install_cost ÷ annual_savings

This is a simple payback calculation. It does not account for loan financing costs, utility rate escalation, system degradation, or state and utility incentives (which would shorten payback). A full financial model from a licensed installer will be more accurate.

Similar Home Comparison

The "vs. Similar Homes" percentage compares your actual or estimated monthly kWh with a typical similar home in your state: the EIA average for residential customers in your state, adjusted for your home's square footage and heating type. It is a statistical comparison, not a measurement of your neighbors' usage.

Recommendation Savings Estimates

RecommendationSavings BasisSource
Solar panelsAnnual production × local rateGoogle Solar API + EIA rates
Heat pump / HVAC upgrade~18–25% reduction in HVAC energy cost based on home size and existing system typeENERGY STAR, DOE HVAC studies
Attic/wall insulation~15–20% reduction in heating/cooling costsDOE Building Technologies Office
Smart thermostat~8% heating, ~10% cooling savingsENERGY STAR program data
EV chargerAvoided Level 1 charging costs + public charging premiumDOE Alternative Fuels Data Center
Windows~7–15% reduction in heating/cooling based on climate zoneENERGY STAR window savings estimates
Air sealing~11% reduction in heating/cooling costsDOE Building Technologies Office

Limitations and Caveats

How to Get a More Accurate Assessment

For a professional-grade energy audit, we recommend:

HomeShark's quote request feature can connect you with licensed local installers in all these categories.