What is the ForVue Insurance Inception Report?

The Insurance Inception Report documents POOR, FAIR, or GOOD condition for every appliance category at the time of policy binding — creating a defensible pre-existing condition baseline before any claim is filed. It is included with the ForVue subscription.

How does ForVue help carriers avoid claims?

ForVue monitors every appliance daily using Weibull survival analysis. When an appliance enters CRITICAL status, carriers can proactively notify the insured before failure — avoiding the claim entirely.

Is ForVue's methodology court-admissible?

ForVue uses Weibull survival analysis — a deterministic, peer-reviewed mathematical model used in engineering and actuarial science. Every prediction is reproducible from the same inputs, making it suitable for dispute resolution and claim defense.

What is the ForVue margin of error?

The current margin of error is a modeled tier: HIGH confidence ±2%, MEDIUM ±3%, LOW ±4%. Empirical precision and recall are published per portfolio in the Accuracy Validation report once 5+ outcome events accumulate. Every prediction is tracked against its actual outcome — closed-loop validation, not a one-time claim.

ForVue for P&C Insurance Carriers — Appliance Condition Baseline at Policy Inception

A condition baseline
before the first claim.

ForVue documents POOR/FAIR/GOOD appliance condition at policy inception, monitors risk continuously, and flags CRITICAL appliances before they become claims. Not after the loss. Before it.

72%

Water Claims Had Pre-Failure Signals

Baseline Data Most Carriers Have Today

Margin of Error — Published

Daily

Weibull Scores Per Appliance

You write the policy.
You don't know the condition.

P&C carriers bind multifamily coverage without a technology-based appliance condition assessment. The signals were there. Nobody was reading them.

📋

No Condition Baseline

At policy inception, most carriers rely on a broker application that doesn't flag aging HVAC, failing water heaters, or electrical panels approaching end of life. You bind coverage blind.

💧

72% of Water Claims Were Avoidable

72% of residential water damage claims involve appliances that showed measurable degradation signals before failure. ForVue reads those signals daily and alerts before the failure occurs.

📁

No Pre-Existing Condition Record

When a claim comes in, you cannot determine whether the damage was pre-existing at the time of policy binding. Without ForVue, that defense is unavailable.

📊

Underwriting on Building Age Alone

You underwrite multifamily portfolios based on square footage and building age. ForVue scores the individual appliances — the actual failure vectors — so you can price risk accurately.

Three Products

Three ways ForVue
works for carriers.

From inception baseline to continuous monitoring to claim pre-assessment — ForVue gives you the documentation and intelligence to write better policies and defend disputed claims.

Insurance Inception Report — Included

At policy binding, ForVue documents POOR/FAIR/GOOD condition per appliance category and flags pre-existing conditions. Formatted for P&C underwriters. Defensible baseline before any claim is filed.

Continuous Risk Monitoring — subscription-based

After binding, ForVue monitors every appliance every day. CRITICAL alerts fire before claims occur. Risk trajectory vs. policy period. Monthly portfolio risk summaries for underwriters.

Claim Pre-Assessment — On Request

At time of claim: what was the predicted failure probability before the incident? Was the appliance rated CRITICAL at binding? Deterministic, court-admissible Weibull methodology. Reduces disputed claims with verifiable pre-incident data.

Policy Inception Baseline — Riverside Portfolio

POOR HVAC System · Building A

94%

POOR Water Heater · Unit 7

88%

FAIR Electrical Panel · Building B

67%

FAIR Refrigerators · Units 1–4

52%

GOOD Dishwashers · All Units

19%

Pre-Existing Conditions Flagged at Binding

2 POOR

documented before policy inception — defensible baseline established

Actuaries use math.
So does ForVue.

Weibull survival analysis is the actuarial standard for mechanical failure prediction. ForVue applies it to every appliance in every unit — every day. Not a black-box AI model. A peer-reviewed equation your risk engineers can read.

🛡️

Pre-Existing Condition Defense

A water heater rated POOR at binding that fails 6 months into the policy is a documented pre-existing condition — not a covered claim. ForVue makes that case with verifiable, dated data.

📉

Predictive Claim Avoidance

CRITICAL-rated appliances fail at measurably higher rates. Flag them to the insured before failure. Reduce claims. Retain the account longer. One averted water damage claim pays for years of ForVue.

📊

Portfolio Risk Stratification

Underwrite based on actual appliance risk — not just building age. ForVue scores the individual failure vectors so your underwriters price multifamily risk with real data, not proxies.

✅

Modeled Margin of Error — ±2-4% by Tier

No competitor publishes their accuracy. ForVue does. Every prediction is tracked against actual outcomes. Your risk engineers can read the Weibull methodology and verify any number independently.

Fresh in the platform for insurance carriers.
Ready to use today.

Reporting

Claims-ready Action Reports.

Portfolio + Single-Appliance Action Reports with component-level risk state and service history at any point in time. Print or save-as-PDF from the browser dialog — attach directly to claims files or renewal packets.

Compliance

NSPIRE-aligned compliance baseline.

For HUD-adjacent portfolios you insure, ForVue reports flag components below the NSPIRE compliance floor even when the risk score alone wouldn't have promoted them. A pre-existing-condition signal at policy inception, and a compliance signal at renewal.

A condition baseline before the first claim.

You write the policy.You don't know the condition.

Three ways ForVueworks for carriers.

Actuaries use math.So does ForVue.

Fresh in the platform for insurance carriers.Ready to use today.