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GUARDIAN
This demo has ended.
The evaluation period has closed.
To inquire about Guardian — director_vanini@outlook.com
maatonly.netlify.app · Sanctuary of Ma'at Research Institute

Sanctuary of Ma'at Research Institute

GUARDIAN

The paper is weighed against the feather.
No exceptions.

Run the Demo How It Works
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$28B estimated annual cost of irreproducible research
300+ retraction case patterns Guardian detects
4 specialist AI agents working in parallel

Multi-Agent Architecture

Four Specialist Agents.
One Orchestrated Verdict.

Guardian routes every manuscript through four independent specialist agents simultaneously. Each agent is purpose-built for a distinct fraud vector. The Orchestrator synthesises all findings into a single evidence-backed verdict: CRITICAL, FLAGGED, or COMPLIANT.

Agent [S]
Statistical
Identical standard deviations, impossible effect sizes, p-value clusters near 0.05. Catches the Stapel and Wansink signatures.
Agent [C]
Citation
Absolute claims without supporting references. Flags epistemic overreach — the language pattern that precedes most fabricated conclusions.
Agent [M]
Methodology
Missing ethics approval, absent data availability statements, no preregistration. The Boldt and LaCour patterns caught before publication.
Agent [P] NEW
Paper Mill
Tortured phrases, round sample sizes, boilerplate ethics text, template result structures. The fraud vector every competitor admits they cannot yet detect.

Competitive Landscape

Where Guardian Stands

The research integrity tooling market is fragmented. Most solutions address one dimension. Guardian occupies the multi-agent orchestration layer that currently has no direct equivalent — including paper mill detection that our nearest competitor publicly admits is still in development.

Tool Their Gap Guardian's Edge
iThenticate / Turnitin
Plagiarism		 No statistical, ethics or citation fraud detection Detects fabricated data — what iThenticate cannot see
StatCheck
Statistical QA		 Single-dimension, no orchestration Three additional agents beyond statistical checks
Proofig / ImageTwin
Image Analysis		 Visual only — no textual fraud patterns Complementary — Guardian covers the text layer
Morressier Paper Mill: In Development
Research Integrity Platform 		Publicly admitted paper mill detection not yet built (July 2023) Guardian ships paper mill detection today
GPT-based reviewers
AI Writing QA		 No fraud-specific training, hallucination risk Rule-based + pattern agents — fully auditable, zero hallucination

Live Demo

The Feather Does Not Lie

Paste any manuscript excerpt below and Guardian will run it through all four specialist agents. Every finding includes the specific evidence and the historical retraction case it matches.

GUARDIAN ANALYSIS ENGINE — LITE
Manuscript Input
Try the sample to see a CRITICAL verdict in action
Overall Verdict

    Guardian identifies risk signals based on patterns from 300+ documented retractions. All verdicts are probabilistic findings requiring human review — not legal determinations. Built on Complete.dev · Complete AI Hackathon 2026

    "In the Hall of Two Truths, the heart of the deceased is weighed against the feather of Ma'at — the goddess of truth, justice, and cosmic order. No exceptions were made for wealth, prestige, or the number of citations."
    The Book of the Dead · Ancient Egypt
    Contact Kenneth Vanini