SiteSentinel Suite

Test Beyond the Interface. Build for Every User.

đź’ˇ Inspiration

A website can work perfectly for one person and still fail another.

A checkout page might introduce an unexpected fee. A keyboard user might be unable to submit a form. A consent banner might allow tracking before the user makes a choice. For someone using a screen reader, a low-end phone, or a slow internet connection, these problems can turn a simple task into a frustrating experience.

WebAIM's 2026 analysis found detectable WCAG 2 failures on 95.9% of the top one million home pages it evaluated. This highlights the scale of web accessibility challenges, even before considering problems that emerge only during complete user journeys.

Traditional scanners are valuable, but individual page checks cannot capture every interaction or reveal every barrier a person encounters.

We asked ourselves: What if an AI agent could explore a website like a real user, identify where the experience breaks down, explain why it matters, and help developers verify the solution?

That question inspired SiteSentinel Suite.

Our vision is to make intelligent website auditing more accessible to developers, startups, educational institutions, and smaller organizations—not just teams with dedicated testing departments.

🚀 What it does

SiteSentinel Suite is an AI-driven website auditing platform designed to investigate accessibility, usability, performance, and potential compliance issues through real user journeys.

1. Site Intelligence

Before testing begins, SiteSentinel analyzes available website signals, such as HTTP headers, DNS/TLS metadata, and DOM or JavaScript signatures, to identify technologies and estimate the website category. This helps determine which tests are relevant.

2. Adaptive Test Planning

Instead of applying the same checklist to every website, SiteSentinel selects tests based on the site's purpose. Relevant checks can cover WCAG accessibility guidance, potential dark patterns, consent behavior, performance, and applicable Indian regulatory guidance.

3. AI-Powered User Journeys

An LLM-powered agent coordinates browser interactions through Playwright to explore realistic tasks from different user perspectives.

These include first-time shoppers, keyboard-only users, screen-reader

Built With

Share this project:

Updates

Submission history