KarbonKit

Methodology

How the calculator works

A walkthrough of the inputs, formulas and data behind every number the savings calculator shows. If you want to check the working, this is the page.

What it does – and doesn't

The calculator estimates the size, cost, running-cost savings and carbon reduction of a heat pump, solar PV system, battery, or any combination, for a specific UK property. It is an estimation tool, not a quote, design or MCS survey. It doesn't account for listed-building constraints, planning considerations, grid-connection issues, or site-specific plumbing.

Three accuracy tiers run the same underlying model but with different inputs:

  • Simple – postcode and property basics only.
  • Building-specific – uses your EPC certificate if we can find one.
  • Professional – uses your actual energy bills.

More input data narrows the uncertainty band; the arithmetic is the same.

The pipeline

Every result comes out of four stages, in order:

  1. Energy profile – how much electricity, heating and hot water the home uses in a year.
  2. Sizing – what capacity of kit fits that demand and the roof/site.
  3. Costs – install cost, running cost before vs after, payback.
  4. Carbon – annual and lifetime emissions saved.

1. Energy profile

Rather than asking the user lots of questions, we look up a building archetype: a combination of property type (detached, semi, terraced, flat, bungalow) and construction era (pre-1930, 1930–70, 1970–90, 1990–2006, post-2006). Each archetype has a base electricity intensity and heating intensity, expressed in kWh per m² per year, derived from UK housing-stock research.

That base figure is then adjusted by:

  • Floor area – your input, or archetype average for your bedroom count.
  • Occupancy – ±15% per person vs a 2.4-person baseline for electricity; hot water scales more directly with people.
  • Region – from postcode: heating demand, wind exposure, solar irradiance, regional performance gap.
  • Wall construction – solid brick, cavity (un/insulated), modern, timber frame.
  • Glazing – single, double, triple, low-E – weighted by the archetype's glazing ratio.
  • Performance gap – a factor accounting for the well-documented tendency of homes to miss their theoretical performance.

If you supply energy bills, we skip the estimation entirely and use your annual kWh, splitting gas 75/25 between space heating and hot water (a standard ratio). If we find an EPC, we overlay band-specific factors on top of the archetype model.

Worked example

A 1930s semi-detached, 90 m², 3 bedrooms, 2 occupants, Manchester (NW), cavity uninsulated walls, double glazing.

Electricity:

base intensity (37 kWh/m²) × area (90) × occupancy (1 + (2 − 2.4)×0.15 = 0.94)
× performance gap (0.90) × regional gap (0.89)
2,510 kWh/year

Heating + hot water:

base intensity (125 kWh/m²) × wall factor (1.2) × glazing impact (1.0) × form factor (≈1.02)
× area (90) × regional heating (1.15) × wind (1.10) × perf gap (0.90) × regional gap (0.89)
13,600 kWh/year total gas
split 75/25 → heating ≈ 10,200, hot water ≈ 3,400 (adjusted for 2 occupants → ≈ 2,750)

Numbers rounded for clarity. The live calculator carries full precision to the final step.

2. Sizing

Heat pump. Peak heating demand is annual heating kWh ÷ 2,000 (approximate full-load hours over a UK heating season), floored at 3 kW, then oversized by 10% for the coldest days.

Solar PV. We size to the smaller of: electricity consumption ÷ specific yield (kWh/kWp), or available roof area ÷ 6 m²/kWp. Clamped 2–20 kWp. Specific yield depends on region and orientation (south = 1.00, north = 0.60).

Battery. With solar, sized to store roughly 50% of daily generation (capped at 40% of daily consumption). Without solar, 20% of daily consumption for time-of-use arbitrage. Clamped 5–20 kWh.

SCOP (seasonal performance): 3.2 for air-source, 4 for ground-source. Source: EST Electrification of Heat field trial medians.

3. Costs

Unit rates

ItemRateSource
Electricity (unit)26.11p/kWhOfgem Price Cap
Gas (unit)7.33p/kWhOfgem Price Cap
Gas standing charge29.04p/dayOfgem Price Cap
Heat-pump TOU blend20p/kWhtime-of-use (e.g. Octopus Cosy)

Install cost formulas

heat pump = £7,000 + £650 × size_kW
solar PV = £1,800 + £1,600 × size_kWp
battery = £550 × capacity_kWh
range_low = total × 0.85, range_high = total × 1.25

BUS grant: £7,500 subtracted when a heat pump is selected (eligibility applies – check gov.uk).

Running cost

Current cost = kWh × unit rate (or your actual bills). Projected cost applies each technology in turn:

  • Heat pump: gas cost → 0; add (heating kWh ÷ SCOP) × electricity rate. Gas standing charge also saved.
  • Solar PV: subtract generation × self-consumption rate (40% without battery, 70% with) × electricity rate.
  • TOU variant – heat pump: heat-pump electricity priced at the blended off-peak rate; household electricity stays at the standard rate.
  • TOU variant – battery: a portion of household electricity flows through the battery (charged off-peak, discharged at peak). That portion is repriced at the off-peak rate divided by round-trip efficiency (0.9), so storage losses are accounted for. Annual kWh shifted ≈ capacity × 0.85 × 1 cycle/day × 0.9 × 365, capped at the home's non-HP electricity use. If solar is also selected, cycles used for storing PV are subtracted first (they already save at the standard rate via the solar offset).
payback (years) = install cost ÷ annual savings
discounted payback ≈ simple × 1.2

4. Carbon

Emissions = kWh × carbon intensity. Current grid electricity is 0.131 kgCO₂e/kWh; natural gas is 0.182 kgCO₂e/kWh. Source: DESNZ/Defra GHG Conversion Factors 2026.

Lifetime savings use a 25-year system life. The "trees planted" and "car miles" equivalences (÷22 kg/tree/year and ÷404 g/mile) are communication aids, not precise accounting.

Why you might see two scenarios

If you supply actual bills and your heating costs look unusually low vs what the archetype predicts (below 85%), we assume you're heating selectively – rooms off, thermostat low – to save money. Running a standard projection off those numbers would flatter the heat pump artificially.

So we show two results:

  • Current pattern – heat pump run the same way you heat now. Lower savings, same comfort.
  • Full comfort – heat the whole home properly. Higher running cost than "current pattern" but a fairer like-for-like with a well-heated home.

Heat-pump size is held constant across both – only the run-hours change.

What the ± range means

The confidence interval starts at ±20% and widens with missing data, older buildings (pre-1930 adds 30%, pre-1970 adds 15%), and estimated floor areas. It's a statement of model uncertainty – not a guarantee that your bill will fall within the band, because behaviour and prices also move.

Sources

Figures on this page last reviewed: 2026-08. If a rate here disagrees with the calculator itself, the calculator is the source of truth – please let us know.