Visual Fraud Detection · AI

The new layer
of digital
trust.

We detect what the eye cannot see.

We help companies validate visual evidence quickly, accurately and reliably to reduce risk and make better decisions. Risk score 0–100 in under 30 seconds, integrated via API.

Schedule a Demo Live demo →
Insurance
Delivery & Food
E-commerce
vouch · forensic analysis
burger_claim.jpgFeb 23, 2026 · 2.4 MB
PENDING
Analyzing image...
0
HIGH RISK
Image found onlinePublished on eBay · Oct 2024
Suspicious image originInconsistent forensic signals detected
AI visual patternsArtificial textures and reflections
⚑ RecommendationDo not approve. Escalate to manual review or adjuster.
<30s
Per complete analysis
3
Detection layers
0–100
Risk score
API
REST · Any stack
Backed & validated by
FactChequeado
In collaboration with FactChequeado
The Problem

AI democratized fraud.

One prompt. A convincing image. A claim that costs your company real money. Visual fraud is no longer artisanal — it's massive, automated and nearly undetectable to the human eye.

Fake evidence generated in seconds

With generative AI, anyone can create a photo of damage that never happened. A scratched car, a moldy burger — generated with a single prompt.

Fraud is no longer artisanal

Companies no longer face isolated cases. They face waves of fraudulent claims generated by free AI tools accessible to any user.

Manual review is no longer enough

The human eye can no longer detect manipulation. AI-generated images are perfect — textures, lighting, shadows. Traditional systems can't keep up.

Real image
Manipulated image
✓ REAL ✕ FAKE · AI
← drag to compare →
How It Works

Intelligent analysis in seconds,
integrated via REST API.

Upload
Your system sends the image to Vouch via REST API. Compatible with any tech stack.
AI Analysis
We detect AI visual patterns, texture inconsistencies, reflections, edges and lighting anomalies.
Web Search
We trace matches across search engines and social networks to detect recycled images.
Result
Score 0–100 with recommendation: auto-approve or escalate to manual review.
The 3 Layers

More than detecting —
we understand context.

Three independent methods run in parallel. The result is a score no human eye could produce in that time. And for cases that require it, specialized human expert review is always available.

AI & Manipulation Detection
Vision models detect patterns consistent with AI generation — texture, reflection, edge and lighting inconsistencies invisible to the naked eye. We also cross-reference embedded metadata (date, device, GPS) to detect origin anomalies.
Vision AI · Computer Vision · EXIF
Reverse Image Search
We trace the image across millions of public sources — Google Images, social networks, marketplaces — to detect whether it was taken from the internet and reused as evidence.
Reverse Image Search
Behavioral Analysis
We evaluate user history: claim frequency, usage patterns and anomalous behavior. A third incident in 18 months is not a coincidence.
Behavioral Analytics
+ Available complement
Specialized human review
Beyond automated detection, you have access to a team of experts for cases requiring additional analysis. Not another layer — it's the human complement available when precision leaves no room for error. AI + human judgment.
Expert Review · On demand
Platform

More than detection.
Actionable intelligence.

Every analysis is documented and available. Metrics, compliance reports and complete traceability — built for teams that cannot afford to be wrong.

Custom dashboard Manage claims, review alerts and act on each case from a web platform designed for your operation.
Metrics by region & segment Visualize fraud patterns filtered by geography, claim type, time period or intake channel.
Compliance reports Export audit-ready reports for regulators, legal teams and internal audits — with no extra work required.
Complete traceability Every analyzed image is documented: what was detected, how and when. Evidence backed for disputes and audits.
Industries

Wherever images are used
as evidence, Vouch protects.

Our analysis engine is industry-agnostic. If your operation relies on images to approve or reject claims, Vouch integrates in days.

Insurance
Claims & Adjustments
Policyholders submitting AI-generated damage photos or images downloaded from Google to file claims for incidents that never happened. Fraud has become massive and automated.

"Damaged car photo found in an eBay listing from October 2024."

78High risk< 12s
Delivery & Food
Product Claims
A customer uploads an AI-generated image showing their order moldy, burned or in poor condition. A single prompt creates a real financial loss for the business.

"Visual patterns consistent with AI generation. Artificial lighting and textures."

85High risk< 9s
E-commerce
Disputes & Returns
Buyers editing photos to simulate defective or broken products, forcing fraudulent returns that the seller absorbs as a direct loss.

"Edge and shadow inconsistencies. Digital editing detected in central area."

62Medium risk< 15s
Integration

REST API. One endpoint.
Results in seconds.

POST /v1/analyze
// Send the image, get the score back
const result = await fetch(
  'https://api.vouch.it/v1/analyze',
  { method: 'POST', body: formData }
);
 
// Response in < 30 seconds:
{
  score: 78,
  risk: "high",
  recommendation: "escalate_adjuster",
  signals: [
    "image_found_online",
    "exif_inconsistent",
    "ai_patterns_detected"
  ]
}

Vouch integrates in days, not months. A single call returns the full score with all detected signals and the recommended action.

Compatible with any stackStandard REST API. Python, Node, PHP, Java — no restrictions.
Structured resultNumeric score, risk level, signals and action recommendation ready to use.
Dashboard includedWeb platform to manage claims, view alerts and export reports for regulators.
Encrypted image processingNever shared with third parties or stored without explicit authorization.
Impact Calculator

How much are you losing to fraud today?

Enter your operation data and see the economic impact in real time.

$
3% min. Industry avg: 15% 50% max.
Estimated frauds / month
75
potentially fraudulent claims
Monthly loss without detection
$37,500
/ month in approved false claims
Cumulative annual loss
$450,000
/ year — money you can recover
Estimated recovery with Vouch / year
$405,000
based on 90% detection rate
Schedule your Demo — it's free

Estimate based on industry benchmarks (Swiss Re, 2024). 90% detection rate per Computer Vision benchmarks. Does not include Vouch monthly cost.

FAQ

Frequently asked questions.

Under 30 seconds for the full three-layer analysis. In most cases the result arrives in under 15 seconds. Time varies by file size and service load, but always within that range.
Vouch exposes a standard REST API. Your system sends the image via POST and receives the score as JSON. Compatible with any stack (Python, Node, PHP, Java, etc.). A typical integration takes 1 to 3 developer days.
We currently accept JPG, JPEG, PNG and WEBP image formats. The maximum file size is 20MB. If your operation requires PDF support with embedded images or other formats, we can evaluate that together.
Images are processed in encrypted form and never shared with third parties. Post-analysis storage is configured per client — by default, images are not retained once the result is returned.
Vouch's engine is industry-agnostic. It works for any operation where images are received as evidence of a claim: insurance, delivery, e-commerce, logistics, warranty services and more. We work with each client to tailor parameters to their context.
We offer customized enterprise plans based on analysis volume and each client's integration requirements. Contact us and we'll have a proposal ready within 24 hours.
A new layer of digital trust for companies that cannot afford to be wrong.

We'll show you Vouch in action with real cases from your industry. No commitment.

We vouch for your trust · www.vouch.it

Schedule your Demo → ✉ hola@vouch.it