Verifyco Research · Forensic Reasoning Model

Meet Vera.

The forensic model you can talk to.

Vera is Verifyco's multimodal forensic reasoning model, in training — built to examine images, video and audio the way an expert examiner would: layer by layer, with evidence you can question.

In development Multimodal · Evidence-led · Private by architecture
01 · THE SHIFT

From a score… to a conversation.

Detectors give you a number. Vera gives you an examination — ask why, ask where, ask what to check next.

Today · Verifyco engine
27/100 LIKELY MANIPULATED …but why?
Next · Vera
Why 27?
The lip-sync drifts 3 frames behind the audio, and DeepDetect+ flags a boundary artefact on the jawline. Want the frames?
What should I check next?
Find the original source — this copy was re-encoded twice, so provenance is stripped.
02 · PREVIEW

An examination, not an oracle.

A preview of Vera's report format. This conversation is scripted — Vera is in training, and we won't pretend otherwise.

VERA CONSOLE Simulated preview — Vera is in training
03 · ARCHITECTURE

How Vera thinks.

Forensic signals become structured evidence; a reasoning core weighs their agreements and contradictions; the output is a report you can interrogate.

1

STAGE 01Perception

Six independent evidence layers examine the file itself — nothing is taken on trust.

C2PA Metadata DeepDetect+ neural Temporal Frequency Audio
2

STAGE 02Evidence graph

Raw findings become structured, cross-referenced evidence — each claim tied to the layer, region and timestamp that produced it.

3

STAGE 03Reasoning core

A multimodal model fine-tuned for forensic reasoning weighs agreements and contradictions across modalities — does the voice match the lips? Does the light match the scene?

4

STAGE 04Examination report

A conversational report: what was found, where, why it matters — and what remains genuinely uncertain.

GROUNDED IN THE RESEARCH FRONTIER OF EXPLAINABLE MULTIMODAL FORENSICS — MLLM-BASED DETECTION & LOCALIZATION · FAKESHIELD, ICLR 2025 →

04 · PRINCIPLES

Built the way evidence deserves.

Evidence over verdicts

Every claim traceable to a layer, a region, a timestamp. Unavailable signals are declared, never hidden.

Honest uncertainty

"Inconclusive" is a valid answer, and Vera will say it. Confidence you can't justify is confidence you shouldn't ship.

Privacy by architecture

Hybrid design: on-device layers (Neural Engine, DeepDetect+) wherever possible, ephemeral processing elsewhere — and never trained on user media.

05 · ROADMAP

One engine, growing.

Verifyco iOS

Live

The five-signal on-device engine — forensic verification on iPhone, fully offline.

Verifyco Web

Live

Evidence-led analysis in the browser, with shareable examination reports.

Vera

In training

The multimodal forensic reasoning model — six evidence layers, one conversation.

Vera API & integrations

Planned

The same examination, available to platforms, newsrooms and workflows.

Android & cross-platform

Planned

The full engine beyond iOS.

06 · Early access

Be there when Vera opens.

One email when the preview opens — evidence formats, honest limits, and how to try it first.

Thanks — your email draft is ready to send. See you at the preview. ✓

No spam. One email when Vera opens. · or email us directly