LogoSIGNAL
SIGNAL
LIVE SYSTEM · MODEL v2.4.1

RISK INTELLIGENCE PLATFORMWe read 4.2M claims in 11 seconds.Your loss ratio dropped 23%.

Satellite imagery. IoT sensor feeds. Claims language in real time. Signal surfaces patterns human actuaries miss by years — at a fraction of the latency.

$47B

Mispriced US Risk

94.6%

Confidence Interval

3.5K+

Data Sources

SIGNAL · RISK DASHBOARD · COASTAL EXPOSURE
LIVE
COASTAL PROPERTY EXPOSURE · GULF COAST SECTOR 7HIGH RISK
LOSS PROBABILITY DISTRIBUTIONμ = 0.34

94.6%

CONFIDENCE

4.2M

CLAIMS PARSED

11s

LATENCY

-23%

LOSS Δ

§ 01 · MARKET PROBLEM

$47B in risk priced
on dead data.

The US property insurance market isn't broken because carriers lack data — it's broken because the data pipeline from incident to model update takes 18 months. Signal compresses that to real time. The following figures are drawn from NAIC filings, Lloyd's of London aggregate reports, and Signal's proprietary loss database.

MISPRICED US PROPERTY RISK · 2025

$47B

Annual aggregate exposure priced on outdated actuarial tables with no real-time data ingestion.

CARRIERS STILL USING PRE-2010 MODELS

73%

Three-quarters of the US P&C market runs pricing engines built before climate acceleration data existed.

AVERAGE LAG: INCIDENT → RATE ADJUSTMENT

18mo

Legacy actuarial cycles mean carriers absorb 18 months of mispriced risk before any correction.

COMBINED RATIO DRAG FROM PRICING ERROR

6.2pts

The gap between what carriers charge and what they should — measured in lost combined ratio points.

The incumbents built on sand.

COBOL-era pricing engines were architected for a world where risk was stable and data was scarce. Neither is true anymore. Coastal flood frequency has shifted by 34% since the models were calibrated. The models don't know.

Human actuaries are the bottleneck.

The average P&C actuarial cycle takes 14 months from data collection to rate filing. In that window, a single hurricane season can invalidate every assumption. Signal closes that gap to 11 seconds.

CLAIMS PROCESSED TODAY

12,847,293

RISK EVENTS FLAGGED

1,429

LIVE COUNTER · RESETS AT 00:00 UTC

§ 02 · MODEL ARCHITECTURE & BENCHMARKS

Four layers.
One verdict.

Signal's architecture eliminates every point where human latency compounds pricing error. Each layer feeds the next in under 3 seconds. The output is a confidence-weighted rate recommendation your system can act on immediately.

PIPELINE ARCHITECTURE

_01

INGESTION LAYER

Satellite (30cm resolution), IoT sensors (wind/flood/fire), NOAA feeds, carrier claims filings

_02

NLP PARSE ENGINE

Transformer model fine-tuned on 47M historical claims. Extracts causal chains, liability language, fraud signals

_03

RISK SCORING MODEL

Ensemble: gradient boosting + neural attention. Outputs probability distribution per peril per location

_04

RATE RECOMMENDATION

Confidence-weighted pricing delta. Integrates with carrier rating engines via REST or batch export

SIGNAL vs. INCUMBENT PRICING ENGINES

PRICING ACCURACY%
SIGNAL
94%
LEGACY
71%
MODEL LATENCYs
SIGNAL
11s
LEGACY
14400s
LOSS RATIO REDUCTION%
SIGNAL
23%
LEGACY
4%
DATA SOURCE COVERAGE+
SIGNAL
3500+
LEGACY
240+
CATASTROPHE PREDICTION%
SIGNAL
89%
LEGACY
54%

METHODOLOGY NOTE

Benchmarks derived from blind holdout test on 2.1M claims, Q1–Q4 2024. Legacy engine composite = average of three top-10 US P&C carrier internal models. Signal had no access to incumbent training data.

§ 03 · CASE STUDY — CARRIER DEPLOYMENT

████████ Insurance
dropped 23 points.

Carrier name redacted per NDA. Loss ratio improvement curve is real. The carrier has since expanded Signal's model to their entire Gulf Coast and Southeast book — $4.2B in premium.

INTERNAL DOCUMENT — SIGNAL PROPRIETARY

CLEARANCE: RESTRICTED

REDACTED

Client: ████████ Mutual Insurance Group

Book: Gulf Coast residential property, ████ policies

Deployment: Q2 2024 · Full integration in 6 weeks

Pricing engine replaced: ██████ v3.1 (2009 vintage)

COMBINED LOSS RATIO · MONTHLY
LEGACY
SIGNAL
100%90%80%70%SIGNAL DEPLOYED-23%
JANMARMAYJULSEPNOVJAN

−23pt

LOSS RATIO

vs prior 12mo

6wk

INTEGRATION

REST API

$4.2B

BOOK EXPANDED

after pilot

REQUEST ACCESS

Request the
Full Dataset

Get Signal's complete risk pricing dataset: 47M claims, 3.5K data sources, full benchmark methodology. Carriers use it to validate the model before procurement. VCs use it to underwrite the moat.

1
2
3
STEP 1 OF 3

NO SPAM. DATASET DELIVERED WITHIN 4 HOURS. UNSUBSCRIBE ANYTIME.

Risk Pricing Brief — PDF

12-page methodology overview. Email only.

DOWNLOAD
ACCESS
§ 04 · ACCESS TIERS

Three ways
in.

Signal is a seed-stage company. We're selective about who we work with because the model gets better with every deployment. Start with the research brief. Escalate when you're ready.

TIER_01

RESEARCH ACCESS

FREE· Email only

For analysts, investors, and actuaries who need to evaluate the model before any commercial conversation.

  • Risk Pricing Brief (12pp PDF)
  • Benchmark methodology summary
  • Sample heatmap data (anonymized)
  • One-page model architecture
Download Brief
TIER_02RECOMMENDED

PILOT PROGRAM

CUSTOM· 90-day deployment

Live model integration on a defined book of business. Signal provides the model; you provide the claims data. Loss ratio improvement guaranteed by contract.

  • Full dataset access (47M claims)
  • REST API integration (6-week setup)
  • Dedicated ML engineer during onboarding
  • Benchmark report vs your current engine
  • Contractual performance guarantee
Request Pilot
TIER_03

ENTERPRISE LICENSE

NEGOTIATED· Per-premium-dollar pricing

Full model licensing for carriers and reinsurers. Includes white-label output, custom peril configurations, and SLA-backed uptime for rate-filing workflows.

  • Unlimited claims processing
  • Custom peril model configuration
  • White-label rate recommendations
  • SOC 2 Type II compliance docs
  • Dedicated infrastructure node
  • Quarterly model refresh cycle
Contact Signal

SIGNAL IS SOC 2 TYPE II COMPLIANT · GDPR READY · NAIC REPORTING COMPATIBLE

SOC 2
HIPAA
GDPR