AI Evidence Analyzer | Fraud & Phishing Triage by Joel “Gearz” SuarezAI Evidence Analyzer | Fraud & Phishing Triage by Joel “Gearz” Suarez

AI Evidence Analyzer | Fraud & Phishing Triage

Joel “Gearz” Suarez

Joel “Gearz” Suarez

Overview

AI Evidence Analyzer is a Retool prototype for triaging screenshots and raw logs that may contain fraud, phishing, or malware indicators.

The problem

Security evidence often arrives as scattered screenshots, messages, or unstructured logs. This prototype explores a faster way to turn that material into a consistent triage record for review.

Solution

AI Evidence Analyzer is a Retool prototype that brings evidence input, AI-assisted analysis, severity output, and case organization into one analyst-facing workspace.

Core workflow

Upload a screenshot or paste evidence text.
Review the analysis and severity alongside the evidence.
Organize findings in a searchable case database.
The original interface shows the Evidence Input, AI Analysis Output, and Case Database panels. Findings require analyst review; detection accuracy and production readiness have not been established.

Tools

Retool for the prototype interface and case workspace. The screenshots document the original prototype interface.
Original project post: AI Evidence Analyzer on Contra
Original Retool prototype interface: evidence input, AI analysis output, and case database. Screenshot from the original project post.
Original Retool prototype interface: evidence input, AI analysis output, and case database. Screenshot from the original project post.
Like this project

Posted Oct 10, 2026

A Retool prototype for screenshot and log triage, with AI-assisted analysis, severity output, and a searchable case workspace.