Warranty Decision Engine & Analytics Platform

AI Warranty Management for Dealers, Distributors & OEM Networks

AI-powered warranty adjudication, real-time analytics, dealer claim automation, and fraud prevention — built for OEMs, service networks, and high-value industrial asset operators.

Heavy Machinery Industrial Equipment High-Tech Distributors Industrial Appliances Components & Parts OEM & Service Networks

Purpose-built for high-value industrial asset warranty operations

Excavators & Cranes
Industrial Machinery
Power & Energy Equipment
Hi-Tech Distributors
Industrial Appliances
Components & Parts

Four Platforms, One Warranty Intelligence Suite

End-to-end warranty operations intelligence — from real-time analytics to AI adjudication, automated claims, and dealer portals.

Real-time Intelligence
Warranty Analytics

Live dashboards and predictive analytics across your entire warranty operation — claim velocity, reserve prediction, lifecycle management, supplier recovery rates, and demand forecasting using Monte Carlo simulation.

  • Real-time warranty performance dashboards
  • Monte Carlo reserve & demand forecasting
  • Lifecycle phase classification & extension quotes
  • Supplier recovery analytics & trend reports
  • Days-of-cover stock visibility alerts
Warranty Analytics Dashboard
AI Decision Engine
Warranty Adjudication

Four-stage AI adjudication pipeline that validates eligibility, analyzes documents with Claude AI multimodal review of PDFs and images, detects fraud across 9 signals, and produces line-item cost recommendations with policy cap enforcement.

  • 4-stage pipeline: Validation → Docs → Fraud → Adjudication
  • Line-item recommendations: parts, labor, travel, freight
  • Policy cap enforcement per claim type
  • Claude AI multimodal document content review
  • Goodwill claims with OEM/dealer/customer split
AI Warranty Adjudication
End-to-end Automation
AI Claim Automation

Automated claim processing from submission to settlement. Auto-approval workflows, intelligent routing, SQS-backed event publishing, and real-time SSE status feeds so every stakeholder stays informed without manual intervention.

  • Auto-approval threshold with full audit trail
  • Intelligent claim routing by type & dealer tier
  • Real-time SSE status feed for dealers & OEM
  • Automated supplier claim generation
  • SQS event publishing & notification callbacks
AI Claim Automation
Partner Network
Dealer Claim Portal

A purpose-built dealer and service partner portal for submitting, tracking, and managing warranty claims. Guided workflows, AI-assisted claim creation, and real-time visibility into approval status — tuned for heavy equipment dealer operations.

  • Guided dealer claim creation workflows
  • AI-assisted repair vs. replacement decisions
  • Real-time claim status & approval visibility
  • Partner performance scoring & benchmarking
  • Fraud signal monitoring per dealer profile
Dealer Claim Portal

4-Stage AI Adjudication Pipeline

Every claim passes through a deterministic, auditable AI pipeline.

Stage 1
Validation Agent

Checks warranty period, usage limits, failure code validity, product eligibility in milliseconds.

Eligibility
Stage 2
Document Analyzer

3-stage review: structural completeness → deterministic PDF/image checks → Claude AI multimodal cross-document analysis.

AI Review
Stage 3
Fraud Engine v2

9 fraud signals including repeat failure codes, price anomalies, dealer history, labor overcharges, partner claim frequency.

9 Signals
Stage 4
Adjudication Engine

Line-item cost recommendations for parts, labor, travel, freight, misc — with policy cap enforcement.

Line-item
AI-Driven Claims

File Smarter, Faster Warranty Claims

Let service teams and partners initiate warranty claims in seconds using conversational AI. From entering a serial number to identifying failed parts, the system pre-fills claim forms, suggests likely failures, and pulls job hours and part numbers based on model history.

  • Natural language input and guided claim flows
  • Auto-fill from serial number or equipment model
  • Real-time suggestions for parts, failure codes & labor hours
  • Capture photos, attach service reports or dictate via voice
  • Instant repairability assessment and complexity scoring
  • Links to product support knowledge base per fault code
See AI Assistant Demo
AI Warranty Assistant — Live Demo
AI Warranty Assistant Interface
↗ View Full Screen
Warranty Analytics

Real-Time Insights Across Your Entire Warranty Network

Stop flying blind. Get live visibility into claim volume, reserve adequacy, supplier recovery rates, and dealer performance — all on a single dashboard designed for warranty operations managers.

  • Live claim intake & processing velocity metrics
  • Monte Carlo demand forecasting with confidence intervals
  • Warranty reserve prediction (actuarial + ML blend)
  • Supplier recovery tracking by component prefix
  • Lifecycle phase classification — identify aging asset risk
  • Goodwill claim eligibility — 90-day post-expiry window
  • Dealer performance scorecards & fraud trend alerts
See Analytics Demo
Warranty Analytics — Live Dashboard
Real-time Warranty Analytics Dashboard

See the Analytics Platform in Action

Real dashboards from live warranty operations — click any to explore in full detail.

Regional Performance Dashboard
Regional Performance & Failure Analysis

Success rates by region and root-cause breakdown — identify systemic field failure patterns across your partner network.

Claims Analytics Dashboard
Claims Analytics & KPI Dashboard

Approval rates, rejection trends, processing costs, and customer satisfaction — all in one live view.

Comprehensive Warranty Analytics
Comprehensive Warranty Analytics Suite

Full-spectrum warranty intelligence — costs by brand, coverage trends, failure modes, and actionable insights across the full portfolio.

AI Claim Assistant

Conversational AI That Guides Every Claim, Every Time

Our AI warranty assistant understands complex equipment failure scenarios in plain language. Dealers and service techs describe the fault — the AI maps it to coverage, suggests documentation, and validates in real time before submission.

  • Natural language failure description to claim mapping
  • AI-guided repair vs. replace recommendations
  • Real-time coverage check against warranty terms
  • Step-by-step documentation checklist per claim type
  • Smart parts & labor hour pre-fill from service history
  • Multi-language support for global dealer networks
Try AI Assistant Demo
AI Claim Assistant — Guided Workflow
AI Claim Assistant Interface
Fraud Prevention

9-Signal Fraud Engine Built for Industrial Claims

Standard warranty fraud tools aren't built for heavy equipment. Ours detects patterns specific to industrial and machinery claims — inflated labor on long-cycle repairs, high-risk part substitutions, and coordinated dealer abuse networks.

  • Repeat failure codes on same unit within 90 days
  • Parts price anomaly vs. standard cost benchmarks
  • Dealer claim history pattern analysis
  • Labor hours overcharge detection per repair type
  • High-risk parts substitution flagging
  • Override + claim value outlier detection
  • Travel rate anomaly vs. site distance
  • Insufficient supporting documentation detection
  • Partner claim frequency — 90-day window (warn ≥8, critical ≥15)
Talk to a Fraud Specialist
fraud_engine_v2.py
class FraudEngine: SIGNALS = [ "repeat_failure_codes", "price_anomaly", "dealer_claim_history", "labor_hour_overcharge", "high_risk_parts", "override_value_outlier", "travel_rate_anomaly", "insufficient_docs", "partner_claim_frequency", ] async def evaluate( self, claim: WarrantyClaim, context: ClaimContext, ) -> FraudResult: # Run all 9 signals concurrently results = await asyncio.gather(*[ self._run_signal(s, claim, context) for s in self.SIGNALS ]) critical = [r for r in results if r.severity == "critical"] score = 1.0 - fraud_agent.confidence return FraudResult( fraud_score=score, flagged=len(critical) > 0, signals=results, recommendation="MANUAL_REVIEW" if critical else "APPROVED", )

Everything Your Dealer Network Needs

A complete dealer-facing platform purpose-built for heavy equipment claim operations.

Guided Claim Submission

Step-by-step AI-guided workflows ensuring complete, accurate submissions — reducing rejection rates by eliminating missing data.

Real-Time Claim Status

Live SSE-powered status feed keeps dealers informed at every stage without manual follow-up calls.

Parts & Labor Pre-Fill

AI pre-fills expected parts lists and labor hours based on failure code and machine model.

Document Checklist

Dynamic documentation requirements auto-generated per claim type. No surprises, no resubmissions.

Dealer Performance Dashboard

Dealers see their own claim acceptance rate, average processing time, and quality score.

Multi-Tier Access Control

Role-based access for dealer principals, service managers, and field techs with OEM oversight.

Warranty Intelligence for Every Sector

Built for the unique claim complexities of high-value industrial and technical assets — from job-hour warranties to usage-based coverage.

Heavy Machinery & Cranes

Usage-based warranty tracking with job-hour and cycle-count thresholds.

Industrial Equipment & CNC

Precision failure trend analysis across high-cycle manufacturing assets.

HVAC & Electrical Systems

Intelligent failure detection and compliance tracking across building services assets.

Hi-Tech Distributors

Component-level warranty traceability for electronics and precision instruments.

Medical Devices & Instruments

Regulatory compliance, full traceability, and audit-ready claim documentation.

Components & Parts OEMs

Supplier recovery automation with prefix-based liability routing and claim generation.

0% AI Validation Accuracy
0% Fraud Detection Rate
0% Faster Claim Processing
0% Warranty Cost Reduction
Supplier Recovery

Automatic Supplier Claim Generation & Recovery

When root cause analysis points to a supplier component failure, the system automatically generates a structured recovery claim — pre-loaded with OEM liability split, failure evidence, and part prefix routing.

  • Root cause analysis mapped to supplier prefix codes
  • Automatic liability split by component type
  • Structured supplier claim generation & submission
  • Recovery rate tracking by supplier & part family
  • Escalation workflows for high-value disputed claims
See Recovery Workflow
supplier_recovery.py
# Supplier prefix → recovery rate mapping RECOVERY_MAP = { "ENG-BLK": { "supplier": "Cummins", "recovery_rate": 0.62, }, "ENG-TRB": { "supplier": "Garrett", "recovery_rate": 0.55, }, "HYD-PMP": { "supplier": "Bosch", "recovery_rate": 0.50, }, } class SupplierRecoveryService: def generate_claim( self, part_number: str, claim_value: float, ) -> SupplierClaim: prefix = part_number[:7] mapping = RECOVERY_MAP.get( prefix, {"supplier": "Unknown", "recovery_rate": 0.0} ) recovery_amount = ( claim_value * mapping["recovery_rate"] ) return SupplierClaim( supplier=mapping["supplier"], recovery_amount=recovery_amount, status="GENERATED", )

From Onboarding to Full AI Orchestration

A structured implementation pathway designed for enterprise warranty operations.

1
Month 1–2
Foundation

Data integration, ERP/DMS connections, dealer onboarding, base warranty rules configuration.

2
Month 3–4
AI Intelligence

AI adjudication pipeline live, fraud engine calibrated to your historical claim data.

3
Month 5–6
Automation

Full dealer portal rollout, auto-supplier claim generation, goodwill eligibility workflows.

4
Month 7+
Optimisation

Lifecycle management, demand forecasting, advanced supplier analytics and predictive reserve modeling.

★★★★★

"The AI adjudication pipeline and fraud engine are exactly what we needed. Our warranty operations for 700+ service partners now run with a level of consistency and accuracy we simply couldn't achieve manually. The dealer portal transformed how our network submits and tracks claims — rejections are down 68% in the first quarter alone."

MR
Michael R.
National Service Manager — Global Heavy Equipment OEM
Early Access Program Now Open

Ready to Transform Your Warranty Operations?

See how AI-powered warranty adjudication and real-time analytics can cut costs, reduce fraud, and accelerate dealer claim processing — in under 30 minutes.

AI-Powered Warranty Insight Assistant
AI Warranty Assistant Interface

Smart Analysis & Repair Recommendations

Our intelligent assistant analyzes machine data, failure codes, and historical patterns to provide instant repair recommendations. Enter a serial number and fault code — get repairability status, complexity level, recommended actions, and direct links to product support. The system automatically pulls relevant data based on your equipment model and failure history.

Regional Performance & Failure Analysis
Regional Performance Dashboard

Success Rates & Root Cause Analysis

Monitor success rates across regions and analyze the most common failure modes — shutdowns, operational issues, flame-out, ignition failure, and compressor failure. Identify systemic field failure patterns across your partner network and drive targeted product and service improvements.

Claims Analytics & KPI Dashboard
Claims Analytics Dashboard

Key Performance Indicators & Trends

Track approval rates, rejection rates, average processing costs, and customer satisfaction scores. Visualise claim distribution by status and monitor monthly trends to identify patterns and seasonal variations — helping you optimise resourcing and improve overall warranty management efficiency.

Comprehensive Warranty Analytics Suite
Comprehensive Analytics Suite

Complete Analytics Suite

Access the full warranty analytics suite with views for General Overview, Failed Parts & Models, Region & Partners, Failure Modes, and Actionable Insights. Monitor total claims paid, analyse coverage by brand through interactive charts, and track warranty cost trends over time with filtering and drill-down capabilities.