HackathonFull-StackAINext.jsMulti-LLM

Trace

A real-time platform that audits, scores, and fixes how AI systems represent Canadian organisations. Built for the AiEO Visibility Challenge. Every tool makes live API calls.

Landing page: Audit the Phantom

Landing page: Audit the Phantom

Audit tool with AiEO visibility score and dimension breakdown

Audit tool with AiEO visibility score and dimension breakdown

AiEO implementation guide with live JSON-LD schema generation

AiEO implementation guide with live JSON-LD schema generation

PLATFORM TOOLS

Query Engine

Fires live queries against AI platforms and returns structured responses with confidence scores.

Hallucination Registry

Logs and categorises detected hallucinations with severity ratings and reproducibility data.

Multi-Platform Comparator

Side by side comparison across Claude, Gemini, GPT-4o, and Perplexity on the same query.

Equity Map

Visualises representation gaps for Canadian organisations across AI knowledge bases.

Audit Scorer

Computes an AiEO score, a composite metric of accuracy, coverage, and freshness.

AiEO Guide

Implementation playbook for orgs to improve how AI systems represent them.

Challenge

AiEO Visibility Challenge. Help Canadian orgs understand and improve how AI systems represent them.

Stack

Next.js, TypeScript, Claude API, Gemini API, GPT-4o, Perplexity API, Tailwind CSS

Key insight

AI representation gaps are measurable. By standardising queries and scoring methodology, organisations can track and close visibility deficits.