DEMO PROTOTYPE · NO LIVE DATA CONNECTED

Verify before it spreads.

Vuka Peace checks claims against evidence, explains what's misleading, and helps human mediators respond — calmly, factually, before rumour becomes tension. It does not monitor communities, score risk by group, or notify authorities.

The verification path
Claim received Privacy filter AI analysis Evidence check Human fact-check Result published
How it works

One path: detect, verify, explain, respond, mediate.

No path in Vuka Peace scores a community or routes to law enforcement. Every claim ends with either a sourced answer or a human conversation.

01

Detect claims

A claim is submitted by a community member or spotted in public sources — never scraped from private accounts or messages.

02

Verify evidence

Independent sources are cross-checked: news reporting, official statements, fact-checking organisations, and prior verified claims.

03

Explain misinformation

If a claim is false or misleading, the platform explains why in plain language, with the evidence shown — not just a verdict.

04

Prepare neutral responses

AI drafts a factual, non-inflammatory message a mediator could share — never blame language, never collective accusation.

05

Human mediation

A trained human mediator reviews, edits and decides whether and how to share the response with the community.

Live demonstration

The Truth & Verification Centre.

Every claim below is fictional demonstration data, generated for this prototype. Nothing here is a real report, a real region's activity, or a real person's claim.

DEMO DATA — this feed is not connected to any real claim source. It's built so an authorised fact-checking or community-reporting connector can plug in later.

The AI behind verification

Different models check each other's work.

No single model decides whether a claim is true. Three independent model families each produce an assessment; a human fact-checker makes the final call.

Claude models

Deep reasoning & drafting

Used for the hardest part of the job: reading conflicting evidence, explaining nuance, and drafting mediator briefings in plain, calm language.

  • Claude Opus 4.8 — ambiguous claims, conflicting evidence, sensitive-context analysis before it reaches a human reviewer.
  • Claude Sonnet 5 — everyday claim summarisation, evidence write-ups, mediator briefing drafts, community-facing explanations.
GPT models

Classification & second opinion

Used to independently triage incoming claims and cross-check Claude's read before anything reaches a human — reducing single-model blind spots.

  • GPT-5.6 — a second, independent assessment on claims heading for human review; flags where models disagree.
  • GPT Image — generates non-documentary explainer graphics (e.g. "how a rumour spreads") — never used to depict real incidents.
Google Gemini models

Multimodal evidence checks

Used when a claim includes an image or document — checking for reused photos, mismatched context, or manipulated content.

  • Gemini 3.1 Pro — multimodal cross-checking of attached images/documents against known context.
  • Gemini 3.5 Flash — fast, low-cost triage of high-volume routine claims before deeper review.
Multi-model check example

Claim: "An incident reportedly occurred in a fictional demo region."

Claude: insufficient evidence GPT: insufficient evidence Gemini: no supporting image found

→ Models agree: sent to human fact-checker with "insufficient evidence" status. No automated conclusion is published.

Why this matters

Understanding xenophobia and misinformation in South Africa.

Rumour and misinformation have repeatedly played a role in South African xenophobic violence. This section is educational and historical — it is not live monitoring data.

Content note: this section discusses xenophobic violence, displacement and discrimination. Sources are linked directly rather than reproduced; no graphic imagery is used.
2008

Nationwide xenophobic violence

Attacks against foreign nationals across multiple provinces led to deaths and mass displacement, becoming a reference point for later prevention efforts.

2015

Renewed attacks

A further wave of violence targeting foreign-owned businesses and residents was documented in several urban areas.

2019

Johannesburg and Pretoria unrest

Looting and attacks on foreign-owned shops were again reported, prompting renewed civil-society and government response.

2021–2022

Anti-migrant campaigns

Organised anti-migrant rhetoric and operations against foreign nationals were documented by human-rights organisations.

2026

Renewed reporting

Human Rights Watch and Reuters both reported new waves of violence and displacement in 2026 — the direct motivation for this prototype.

Research & sources
Human Rights Watch — 20 May 2026

South Africa: New Waves of Xenophobic Attacks

hrw.org →
Reuters — June 2026

African migrants flee into the mountains as xenophobic violence surges

reuters.com →
Human Rights Watch

"They Have Robbed Me of My Life": Xenophobic Violence Against Non-Nationals in South Africa

hrw.org →
Human Rights Watch

World Report 2025 — South Africa

hrw.org →
Report a concern

Tell a human mediator what you're seeing.

Reports go to a human mediator, not an automated risk score. AI may help the mediator summarise and organise what you've written — it never decides whether a group is dangerous.

If someone is in immediate danger: Vuka Peace is not an emergency response service. Please contact your local emergency services or trusted community safety structures directly — don't wait for a response here.

We don't ask for your name, nationality, or immigration status. This demo form doesn't transmit data anywhere — it's shown for the prototype only.

Brand mark

Spear becomes wing.

The shaft of a spear opens into two wings in flight — vigilance becoming peace. Built as plain geometry, not a generated image, so it stays crisp at any size.

Primary — dark bg

Dark — light bg

White — flat colour bg

Favicon (bolder strokes)

Vuka Peace

Primary lockup — icon + wordmark

Human rights & privacy

What this platform will never do.

These aren't aspirations — they're hard boundaries on the architecture itself.

Individual trackingNOT USED
Facial recognitionNOT USED
Nationality or ethnicity profilingNOT USED
Community risk scoringNOT USED
Automated routing to policeNOT USED
Regional surveillance mapNOT USED
Human review of every published resultREQUIRED
Data minimisationENABLED

Production deployment would require formal legal and privacy review, including assessment against South Africa's Protection of Personal Information Act (POPIA), before handling any real reports or claims.

Company

Who's behind this.

Vuka Peace is a product of Cresent Waters (Pty) Ltd, a private company registered in South Africa.

Company

Cresent Waters

Private Company
Registration No. 2026/659655/07

Business address

Krugersdorp, Gauteng

08 Wiege Street
Mindalore, Krugersdorp
Gauteng, 1730
South Africa

Director

Joseph Ndaba

josephntsikindaba@cresentwaters.co.za
068 340 1721

Departmental contacts