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Vloggi Confirm: the easiest way to determine whether a video is human-generated

Human-generated video

Real video in the age of AI slop.

Collect video from real people, with the evidence of its origin attached from the start. Vloggi Confirm brings together capture data, chain of custody and human declarations so your team can assess the source—not just the pixels.

For the strongest collection evidence, require fresh responses through the device camera.

A contributor recording a fresh response through the device camera, with the recording timer at 0:47.Vloggi capture evidence: Strong direct-capture evidence; recorded 5 October 2026 at 09:41 using the Vloggi camera flow on a mobile device; consistent timestamps.
Illustrative example

The problem

AI slop makes convincing video easy. Trust is harder.

A polished clip tells you little about who made it, how it was captured or what happened before it arrived. Anonymous files, missing context and separate permission forms leave your team piecing together the story.

Comparison illustrating how convincing AI-generated video can obscure its source.
Illustrative example

The solution

Build the evidence at collection.

Invite people to record a fresh response. Keep the capture evidence, contributor details, declarations and submission record together. Collect human-generated footage with a stronger basis for confidence than an unexplained file in a cloud folder.

The same contributor’s video connected to its device-camera recording, recording and submission timestamps, and recorded declaration.
VLOGGI CONFIRM87 / 100Human-Origin Confidence Score (HOCS)

Strong human-origin confidence

Review the supporting evidence
VLOGGI CONFIRM · FILE CHECKSEvidence attached to the file
  • Content Credentials
  • AI-generation disclosures
  • SHA-256 file fingerprint
Illustrative example

Feature spotlight

See the evidence behind each submission.

01 · Device-camera capture

Charlotte Ginsburg recording the same response on her phone.

Recorded 09:41

02 · Connected submission record

Charlotte’s video in its private submission record, with consent granted at 09:42, rights assigned to Everyday Stories, Inc. and a unique submission reference.Accepted project declaration: this is my own original recording and I have the rights and permissions to submit it.

Submitted 09:42 · Declaration recorded

03 · Find it in your library

The same Charlotte Ginsburg clip in the Vloggi project library, with consent granted and contributor and review tags.

From device to dashboard.

Review capture source, device category, recording time, media details and editing markers in your Vloggi dashboard. Connect that technical evidence with the person, project and declarations behind the clip.

More than a metadata check.

Human participation, consent, capture continuity and contextual consistency contribute different evidence. Together, they make the submission easier to assess and investigate.

Understand the integrity assessment →

Built for confidence

Technical evidence. Human responsibility.

Device evidence

See how the video entered Vloggi and the available camera and media markers. Keep timestamps and recording characteristics with the submission.

Understand IP-address collection →

A connected chain of custody

Link the capture session, original file and recorded consent. Checksums identify file bytes; the connected records explain how the submission reached your library.

Explore consent records →

Human accountability

Ask contributors to confirm their own recording and disclose material AI involvement. Present project-specific declarations before submission, alongside the content-assignment terms.

Set project declarations →

VLOGGI CONFIRM · SUPPORTING EVIDENCEWhat supports the score?
  • Capture method
  • Human participation
  • Consent and identity evidence
  • Media provenance and Content Credentials
  • Context and consistency
  • AI analysis
VLOGGI CONFIRM87 / 100Human-Origin Confidence Score (HOCS)

Strong human-origin confidence

Review the supporting evidence
Illustrative example

A score with supporting evidence

The Human-Origin Confidence Score (HOCS) summarizes a versioned integrity assessment. Read the evidence and cautions with the result, rather than treating a number as a stand-alone answer.

Check a file with Confirm →

Upload security

Protect the upload. Preserve the evidence.

Upload protections help prevent automated abuse and require malware clearance before a submission is accepted.

Bot protection

Server-side Cloudflare Turnstile checks help block automated abuse. Reused verification tokens and attempts to start an upload without permission are rejected.

Controlled file transfer

Upload permissions are tied to the browser session and intended files. Checksum verification checks the transferred data, while safe retries avoid duplicate upload sessions and submissions.

Malware clearance

The exact stored file version must receive malware clearance before submission can complete, keeping the clearance linked to the file being accepted.

How it works

Start with a person, not an anonymous file.

1. Set the capture rules

Choose camera responses when human origin is the priority. Configure prompts, contributor fields and the declarations your project needs.

Build a camera-response questionnaire →

2. Collect a fresh response

Contributors answer on their device and confirm the terms presented. Their responses and submission details travel into the same project.

Configure legal and declaration details →

3. Review the evidence

Open the clip in your library, inspect its capture evidence and review the contributor context before reuse or escalation.

Gather useful contributor context →

Vloggi Confirm

Already have a video? Check the file.

Assess before you use it.

Vloggi Confirm checks available Content Credentials, AI disclosures and file-integrity signals, and returns a Human-Origin Confidence Score (HOCS). Your video stays on your device; a small evidence summary is scored securely.

Open Vloggi Confirm →

Need a reliable supply? Collect it with Vloggi.

Checking an existing file cannot recreate a missing capture history. For ongoing campaigns, research and evidence workflows, collect directly with Vloggi so participation, permissions and provenance stay connected from the beginning.

Use cases

When human origin matters.

Inspections & compliance video collection

Inspections & compliance

Collect fresh site or asset responses with capture evidence, contributor accountability and job context.

Explore inspections & compliance →

Education & assessment video collection
Illustrative example

Education & assessment

Gather student performances and prompted responses with contributor details and a traceable submission record.

Explore education & assessment →

Media & audience content video collection
Illustrative example

Media & audience content

Source human-generated audience footage with reuse permissions and evidence your reviewers can inspect.

Explore media & audience content →

Customer proof

Structured submissions for high-stakes review.

NESA student performance submission case study

NSW Education Standards Authority

NESA uses Vloggi to manage student video submissions for showcase selection. It is a practical example of collecting people’s work with the details reviewers need, rather than chasing anonymous files.

Read the NESA story →

Independent certification

ProudlyHuman™ certified.

ProudlyHuman™ certification mark

Vloggi is ProudlyHuman™ certified. Videos verified as human through Vloggi Confirm carry ProudlyHuman™ certification.

Certification applies to videos verified as human—not automatically to every uploaded file.

Learn about Proudly Human →

Our approach

Pro-human. Not anti-AI.

AI can help transcribe, tag, search and organize video. It should not hide whether a person created the underlying footage. Vloggi keeps human contribution, reuse rights and source evidence at the center of the workflow.

Read our human-created video policy →

Read: real video in the age of AI slop →

Common questions

Know what supports the confidence.

How do I get the strongest confidence that a video is human-generated?

Collect fresh, prompted camera responses through Vloggi and combine capture evidence with contributor details, declarations and the connected submission record. For maximum-assurance requirements, speak to us about a managed enterprise capture workflow.

Does a score of 100 mean a 100% guarantee?

No. HOCS is an evidence score, not a probability. The current Confirm guidance reserves 100 for eligible managed capture with a verified participant, an attested registered app, bound consent, validated capture-to-upload evidence and no contradictions. Ordinary browser recording does not automatically qualify. Read the current scoring guidance →

Is Confirm an AI-slop or deepfake detector?

Confirm emphasizes prevention and accountability at collection: who contributed, how the video arrived and which supporting evidence is available. Confirm also assesses an existing file’s available provenance and integrity signals. Neither visual plausibility nor a strong score certifies that the events shown are true.

What if a video has no Content Credentials?

Missing credentials do not mean a video is AI-generated. Many genuine videos lack C2PA records. Review the capture, participation, consent and contextual evidence alongside the file findings.

Can I still accept existing video files?

Yes. Use an upload-enabled collection workflow when existing footage is appropriate. Require device-camera responses when fresh capture is essential; uploaded files may carry less capture-history evidence.

How do bot protection and malware checks protect uploads?

The upload flow combines server-side bot checks, browser- and file-bound upload permissions, checksum verification and malware clearance for the exact stored file version. They protect the submission process; they do not by themselves establish human origin or replace the HOCS evidence assessment.

Is Vloggi ProudlyHuman™ certified?

Yes. Vloggi is ProudlyHuman™ certified. Videos verified as human through Vloggi Confirm carry ProudlyHuman™ certification.

Get started

Collect real video. Keep its story intact.

Build a library of human-generated footage with contributor context, permissions and capture evidence connected from the start.

Read the illustrated Confirm setup and workflow guide.