About ImgFact

Built for the professionals who need to be right about image evidence.

ImgFact is an image evidence intelligence platform designed for legal teams, insurance investigators, real estate professionals, and financial institutions. We built it because professionals working with image evidence needed a serious first-pass forensic workflow — not a consumer AI toy.

<60s
Time to forensic verdict
7
Forensic signals per image
3
Proprietary ImgFact signals
$0
To start — 5 free scans
The problem

Image fraud is accelerating faster than review workflows are adapting.

AI-generated images have reached a level of photorealism that makes visual inspection unreliable. Insurance investigators are reviewing claim photos that look completely genuine but contain subtle generation artifacts invisible to the human eye. ImgFact exists to close that gap.

The gap
Visual review is no longer sufficient
Photorealistic AI images can fool experienced investigators. A systematic forensic approach is the only reliable first-pass method.
The scale
The volume is increasing
AI image generation tools are now accessible to anyone. The number of potentially synthetic images entering evidence workflows is rising every quarter.
The stakes
The consequences are real
Using synthetic or manipulated evidence can affect case outcomes, insurance decisions, and financial transactions worth millions.
The solution
ImgFact fills the gap
A structured first-pass workflow — analyze, inspect signals, document, and decide whether to proceed or escalate — gives review teams a defensible process.
Why it matters

High-risk image review should not rely on instinct alone.

Photorealistic synthetic and manipulated images are increasingly difficult to detect by eye. ImgFact gives review teams a structured first-pass workflow: analyze the image, inspect the supporting signals, document the result, and decide whether the matter should proceed, pause, or escalate for expert review. The goal is not to replace a forensic expert — it is to give every reviewer a defensible, documented starting point.

The founder

Built by a practitioner, not a lab.

ImgFact was created by Priyadarshi Gavali, a software developer and MS candidate in Computer Information Systems (Business Intelligence Systems) at Colorado State University. The platform was built after observing firsthand how AI-generated and manipulated images were entering professional workflows — insurance claims, legal proceedings, real estate transactions — without any structured verification process. ImgFact is the forensic workflow that should have existed already.

Forensic engine

Seven signals. Three are proprietary.

ImgFact runs a hybrid forensic engine (IFE-4.7) that combines classical image forensics with AI-assisted visual analysis. Every scan produces a verdict, confidence score, and a full breakdown of the signals that drove it.

Standard
Error Level Analysis
Measures JPEG recompression artifacts to detect edited or stitched image regions.
Standard
Noise Pattern Analysis
Evaluates statistical distribution of sensor noise. AI-generated images exhibit characteristic noise signatures.
Standard
EXIF Metadata Review
Inspects embedded camera metadata for presence, consistency, and integrity.
Proprietary
Natural Spectrum Consistency Analysis
Analyzes the power spectrum in frequency space. Natural photographs follow a known statistical distribution. AI images deviate in characteristic ways.
ImgFact™ proprietary signal
Proprietary
Transform-Domain Texture Analysis Analysis
Measures local complexity variance across image regions. AI-generated images exhibit reduced variance in high-detail regions.
ImgFact™ proprietary signal
Proprietary
SpAN Spectral Artifact Analysis
Training-free detection of diffusion model artifacts via three spectral signatures: VAE decoder grid artifacts, mid-frequency flatness, and high-frequency suppression. Catches AI images that pass classical forensics.
ImgFact™ proprietary signal
Standard
Claude Vision AI Review
Anthropic's Claude Vision model provides plain-English analysis of visual inconsistencies, lighting, shadows, and generation artifacts.

Start your first forensic verification.

Five free scans included. No credit card required. Built for professionals who need a credible, documented first-pass image review workflow.

Begin a reviewContact us

5 free scans. No credit card required.