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
● Insurance ● Delivery & Food ● E-commerce
vouch.com.ar
claim_front.jpg
Feb 23, 2026 · 2.4 MB
ANALYZED
● Analysis complete
78/100
HIGH RISK
⊘
Image found online
Published on eBay · Oct 2024
⊘
Suspicious image origin
Inconsistent forensic signals
⚠
AI visual patterns
Artificial textures and reflections
<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. Convincing images, with no visible traces — 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.

Neither the human eye nor AI alone is enough

AI-generated images are nearly perfect — textures, lighting, shadows. Human perception falls short, and automated systems without expert judgment make costly mistakes. You need both.

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.
3 layers + human judgment

Beyond detecting —
we evaluate context.

Three independent methods run in parallel. A precise score in seconds — impossible to achieve manually. For cases that require it, specialized human 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.com.ar/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.

Everything you need to know before integrating Vouch. Still have questions? Let's talk.

Schedule a Demo
Getting started

In production in days,
not months.

No endless integrations or dedicated teams. Three steps from the first call to stopping fraud in your operation.

01

Book a demo

We show you Vouch with real cases from your industry and set the thresholds for your operation together.

02

Integrate the API

You get your API key and the docs. One REST call returns the full score — compatible with any stack.

03

Operate with backup

Start analyzing images in production, with dashboard, reports and our team's support from day one.

The new layer of
digital trust.

ANALYZING · 0%

For companies that cannot afford to be wrong. We'll show you Vouch in action with real cases from your industry. No commitment.

Schedule your Demo ✉ contacto@vouch.com.ar