Homeowner guide
Why your neighbor pays $2,000 and you were quoted $17,000
10 min read
The three wildfire models insurers use—and why they can see the same street completely differently.
Here is a pattern we hear constantly, and recently watched play out in a single neighborhood discussion thread in Marin County:
- A homeowner with 41 claim-free years gets a renewal that jumps from $4,000 to $17,000.
- A neighbor with the same carrier, a mile away, sees no meaningful increase.
- Another neighbor with a recent six-figure claim pays about the same as the claim-free homeowner was quoted.
- Someone switches carriers and cuts their premium in half — while someone else who switched to that same carrier gets dropped six months later over a 1973 electrical panel.
From the outside, this looks random. It is not random. It is the visible result of a market in mid-transition, where different insurance companies are using different scientific instruments to measure wildfire risk — and those instruments genuinely disagree about individual homes.
Understanding this won't make a big renewal increase feel fair. But it will tell you something more useful: whether shopping around is likely to work for your specific house, and where to look.
First, what changed
For decades, California homeowners rates were based mostly on historical loss experience. Wildfire risk was in there, but bluntly — broad territories, backward-looking averages.
That changed with the state's recent regulatory reforms, which allow insurers to price using forward-looking catastrophe models and to reflect their reinsurance costs (what insurers themselves pay to insure against catastrophic years) in rates. The goal of the reform is to make it rational for insurers to write business in wildfire-exposed areas again, in exchange for commitments to write more of it.
The practical effect for homeowners: wildfire risk that was priced coarsely — and in many areas, priced below what the models say it costs — is now being repriced house by house, as each carrier's new rate plans roll through renewal cycles. When your renewal jumps dramatically, you are usually not being punished for anything you did. You are seeing your parcel scored by a new instrument for the first time, at full strength, all at once.
Which brings us to the instruments.
The three models
Nearly every major carrier's wildfire rating traces to one of three commercial models. They answer the same question — how risky is this property? — with different philosophies.
Fireline (Verisk)
The longest-established score, used widely across the industry. Fireline is fundamentally a hazard-zone instrument: it scores properties primarily on the characteristics of the surrounding area — fuel (vegetation type and density), slope, and access — assessed at a fairly coarse geographic grain.
The key consequence: your Fireline score is largely determined by where your house sits, not what you've done to it. A meticulously maintained, fire-hardened home in a high-scoring zone still carries the zone's score. Long claim-free history doesn't enter the calculation at all — the model isn't measuring you; it's measuring your hillside.
Z-FIRE (ZestyAI)
The newest of the three, built on machine learning and aerial imagery. Z-FIRE is a parcel-level instrument: it evaluates the individual property — roof characteristics, vegetation immediately around the structure, nearby building density, terrain — alongside the broader hazard context.
The key consequence: two houses on the same street can get meaningfully different scores, and property-level conditions the homeowner can actually change are more likely to show up in the answer.
Wildfire Risk Score (CoreLogic)
CoreLogic's model sits between the two philosophies — parcel-informed hazard scoring that differentiates more finely than a pure zone approach, while remaining anchored in terrain, fuel, and historical fire behavior.
Why the disagreement matters to you
Because carriers chose different models — and adopted new model-based rate plans at different times — the same house is, in effect, three different risks depending on who is measuring it.
The disagreement between instruments is largest exactly where the stakes are highest: well-maintained homes near the edge of wildland exposure. A zone-based model looks at that home and sees the hillside behind it. A parcel-based model looks at the same home and may see the Class A roof, the cleared perimeter, and the defensible space — and score it far more favorably.
This is why "shop around" is more than a platitude right now. It is a directional strategy: if your premium exploded and your house is in better condition than its surroundings, there is a reasonable chance a different carrier's instrument will view you more favorably. The reverse is also true — if your specific parcel has flags (dense vegetation against the structure, an older roof), a zone-based carrier might currently be underpricingyou relative to a parcel-based one, and an inspection can surface that later. That's how a homeowner gets a great new rate and then a mid-term condition notice: the price came from one view of the risk, and the inspection came from a closer one.
Three other forces widen the gaps between quotes:
- Filing vintage. Carriers are at different stages of transitioning to model-based rates. A carrier still operating on an older rate plan may quote noticeably below one whose new plan is fully in effect — and that difference can compress or vanish at your first renewal with them. A dramatic savings from switching is real money today, but treat it as a snapshot, not a promise.
- Appetite and accumulation.A carrier can think your house is fine and still decline it, because the carrier has reached its internal limit for homes in your area or has paused new business in your county. Appetite shifts continually as carriers rebalance. A declination often says more about the carrier's portfolio than about your home. (Carrier appetite in wildfire-exposed areas remains in flux — including recent moves by major admitted carriers to expand or restrict writing — so any specific carrier's posture should be verified at the time you shop.)
- Underwriting conditions. Separate from the wildfire score, carriers apply property-condition requirements — roof age, electrical panels, vegetation contact — with different strictness. These operate as pass/fail gates on top of pricing.
Multiply it out — three model philosophies × different filing vintages × different appetites × different condition rules — and a 5x–10x spread in quotes for similar homes in one town is not just possible; it's expected. We have documented exactly that spread within a single ZIP code.
What to actually do
- Get your rating worksheet. You are entitled to understand your renewal. Ask your carrier (or agent) for the rating worksheet or a factor-level explanation of the increase, and specifically: what wildfire score or band was assigned to the property, and what factor it carries. This tells you whether your increase is a location verdict or a property verdict — which determines everything below.
- Capture the mitigation discounts you're entitled to. Under California's "Safer from Wildfires" framework, insurers must recognize specific mitigation measures in their rates — things like a Class A fire-rated roof, ember-resistant vents, a noncombustible zone in the first five feet around the structure, cleared defensible space, and community-level programs (Firewise USA recognition). Document what you have, ask your carrier what they credit, and claim it. Your local fire department will often do a free defensible-space assessment.
Be clear-eyed about scale, though: if your increase is driven by a zone-based score, mitigation credits trim the bill but won't reverse it — the main term of the equation is geographic. Mitigation matters most where it's also a condition issue (an old roof triggering non-renewal) or where a parcel-based carrier is doing the scoring.
- Shop with the model landscape in mind. Sample genuinely different views of your risk, not three quotes that all trace to the same instrument. An independent broker with access to multiple markets can do this; a single captive agent structurally cannot. When comparing, ask each prospective carrier or broker: what wildfire scoring does this quote rely on, and is an inspection required after binding?
- Benchmark against the FAIR Plan. The California FAIR Plan (the state's insurer of last resort for fire) plus a difference in conditions (DIC) companion policy — which adds back liability, water damage, theft, and other coverages the FAIR Plan doesn't include — is always available and is the floor of the market. It is not always cheaper than a repriced admitted policy, and the combination has real gaps to understand. But knowing that number tells you whether a painful renewal is still your best option, and it's the fallback that keeps you from ever being uninsured while you shop.
- Don't let coverage lapse — and don't drop it in frustration. A lapse makes every future application harder, and an uninsured year in a fire-exposed area is a risk transfer to yourself that dwarfs any premium. If a mid-term condition notice arrives (roof, panel, vegetation), engage immediately: cure periods are usually workable, and the FAIR Plan backstop exists precisely for the gap. See also our non-renewal guide.
- Recognize what doesn't help.Decades of loyalty and a clean claims history are emotionally powerful and almost entirely absent from wildfire pricing. Arguing them to your carrier spends energy on inputs the instrument doesn't read. Put that energy into the worksheet, the discounts, and the shopping strategy instead.
The bigger picture
None of the actors here is behaving irrationally. Insurers are pricing with the best instruments they have, and different companies made different — defensible — instrument choices. Regulators traded model-based pricing for commitments to restore availability, a bargain whose results are still arriving. Homeowners are left navigating the seams between all of it, usually without a map.
The seams are the problem: between one model's view and another's, between an old rate plan and a new one, between a teaser quote and a post-inspection reality, between the FAIR Plan and the coverage it doesn't include. Our project exists to make those seams visible.
Help us map it
The premium data in this guide's opening came from homeowners comparing notes in public. That comparison — carrier, prior premium, new premium, rough location, mitigation status — is exactly the data that makes this market legible, and it exists nowhere else.
If you've received a renewal, a non-renewal, or a surprising quote anywhere in California's fire-exposed counties, share it with the project (anonymously if you prefer). Every data point sharpens the map for the next homeowner.
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