voute.ai helps travel insurers detect suspicious claims earlier — cross-partner signals, zero shared personal data.
voute.ai doesn't replace your fraud team — it amplifies them. Give your analysts superpowers to review more claims, catch more fraud, and focus on what matters.
AI pre-screens every claim so your team focuses only on high-risk cases
Low-risk claims processed instantly, freeing your analysts for complex investigations
Autonomous AI agents running deep investigations to catch fraud invisible to standalone systems
Purpose-built for the travel insurance industry
Fraud isn't a single threat — it's an ecosystem. From small-scale padding to sophisticated rings, each type requires specialized detection. Our AI agents work in concert, correlating signals across your portfolio and the network to expose what isolated systems miss.
Rounded bills, extended stays, inflated receipts. Individually modest, collectively they represent up to 15% of claims costs. Our agents detect statistical anomalies invisible to human reviewers.
Clinics and providers systematically overbilling multiple insurers. Completely invisible when looking at a single portfolio — exposed through cross-network intelligence.
Sophisticated rings moving from insurer to insurer, using fake identities and coordinated claims. Graph analysis agents map hidden relationships others can't see.
Each claim triggers a coordinated investigation. Financial agents check amount patterns while timeline agents validate dates. Medical agents verify provider legitimacy as network agents cross-reference against the collective intelligence. In seconds, you get a comprehensive risk assessment no single system could produce.
Each claim is scrutinized by autonomous AI agents running 22+ specialized detection algorithms — performing deep forensic investigations that would take human analysts hours, in seconds. Here's a sample of 8 categories from our suite. Catching up to 50% of previously undetected fraud.
Exact matches, semantic near-duplicates, and serial claimant patterns across providers.
Medical provider legitimacy verification, amount anomalies, and diagnosis/treatment consistency checks.
Amount oddities, calculation errors, and suspicious pricing patterns.
Impossible date sequences, late reporting, and policy timing inconsistencies.
Graph-based fraud ring detection across connected claims and providers.
Narrative consistency checking and writing pattern analysis using advanced AI.
Travel plausibility, geographic consistency, and location-based anomalies.
Customer reputation scoring and claim history analysis.
Fraud rings exploit the blind spots between insurers. A suspicious clinic detected by one partner instantly updates risk scores across the entire network — catching schemes that are impossible to detect in standalone mode.
Data is anonymized and matched to detect common patterns (providers, behaviors) without ever
exposing nominative details to other partners.
Prioritized queues, clear risk scores, and actionable insights — all in one place.
| Claim ID | Type | Amount | Risk Score | Flags | Status |
|---|---|---|---|---|---|
| CLM-8829 | Medical | $12,450 |
|
Duplicate
Timeline
|
Pending |
| CLM-8815 | Baggage | $3,200 |
|
High Value
|
Pending |
| CLM-8801 | Medical | $8,900 |
|
Provider
Network
|
In Review |
Identified a ring of 12 fake medical providers in Southeast Asia billing multiple insurers — detected through cross-partner address patterns.
Caught a traveler filing similar medical claims across 4 different insurers using slight name variations — semantic matching found the pattern.
Flagged a provider charging 340% above regional benchmarks for routine treatments — price reasonableness scorer caught the anomaly.
Ready in weeks, not months.
Secure API connectors, automatic mapping, and pseudonymization.
AI models analyze documents, providers, and behaviors in real-time.
Prioritized queues, complete audit trails, and actionable reports.
Full REST API ready to integrate with your claims management system, or simple CSV-based ingestion for quick deployment.
Built with privacy-first architecture. Raw personal data is never retained — identifiers are immediately converted into one-way hashes, enabling powerful fraud detection without exposing identities.
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Guided by a seasoned advisory board with decades of experience in insurance, AI, and technology.
You're not just buying software — you're partnering with fraud experts who understand travel insurance.
A named partner who knows your business and your goals
Slack, email, or call — reach the people who built the product
Regular reviews, new fraud pattern alerts, and optimization recommendations
Our pricing is based on a percentage of fraud recovered — we only win when you do.
Volume-based pricing available. Custom terms for early network partners.
Discuss PricingProducts, volumes, and integrations.