Website Anomaly Detection Engine

WADE learns what normal looks like — then watches for suspicious change.

WADE fingerprints your website over time and helps identify new scripts, changed code, unfamiliar domains, form changes, header regressions, and suspicious drift from your known-good baseline.

Week 1 · Baseline set
Week 2 · Drift detected
Week 3 · Alert triggered
Week 4 · Threat confirmed
The Difference

The difference between a scanner and WADE

Before WADE

scripts: 14 found
domains: unknown
forms: 2 found
headers: 6 found

No memory. No comparison. No history.

WADE added

With WADE

scripts: 14 → 15 found
domains: ↑ new script detected
forms: action URL changed
headers: CSP missing

Baseline compared. Drift caught. Alert raised.

What WADE Is

Security intelligence that remembers

WADE isn't a one-time scan result. It's a layer that builds understanding of your site over time and alerts on meaningful deviations.

Behavioral Fingerprinting

On first scan, WADE captures a comprehensive snapshot: every script, external domain, form, header, cookie, and structural DOM signature.

Scan-over-Scan Comparison

Each subsequent scan is compared against the stored baseline. WADE looks for what appeared, disappeared, or changed.

Anomaly Scoring

Changes are scored for significance. CDN cache drift, minor text changes, and version bumps are filtered out from genuine security signals.

Confidence-Scored Alerts

Only changes that cross the confidence threshold generate findings — new script domains, modified form targets, structural DOM shifts.

WADE requires at least 2 scans to detect anomalies.

The first scan establishes the baseline. Every subsequent scan compares against it.

How It Evolves

From baseline to alert

See how WADE builds awareness over time and surfaces changes that matter.

W1

First scan — fingerprint established

Baseline created

WADE records scripts, external domains, forms, headers, and DOM structure. This becomes your known-good baseline.

W2

Regular scan — no changes detected

Clean scan

Site matches baseline. Anomaly score remains low. Minor CDN cache variations are filtered automatically.

W3

External script from unfamiliar domain appears

New script domain

A new JavaScript file loaded from a domain not present in the baseline. WADE logs the domain and raises a LOW confidence finding.

W4

Checkout form action URL changed

Form change

The payment form now posts to a different endpoint than the baseline recorded. WADE flags this as a MEDIUM severity anomaly.

W5

Multiple anomalies — security review triggered

WADE alert

Combined anomaly score exceeds threshold. New inline script hash, changed form target, and an unfamiliar domain together warrant immediate review.

Coverage

What WADE watches between scans

Eight categories of change that WADE compares across every scan pair.

New third-party domains

Domains not present in your baseline that your site now contacts for scripts, fonts, or API calls.

External script changes

Script files loaded from external CDNs or domains that changed path, version, or source entirely.

Inline script hash changes

Inline <script> blocks whose content changed between scans — a common indicator of injection attacks.

Form and action changes

HTML form action URLs that changed destination — especially relevant for checkout and login forms.

Security header regressions

Headers that were present in baseline scans but have disappeared or weakened in recent scans.

Cookie flag regressions

Cookies that lost their Secure, HttpOnly, or SameSite attributes between scans.

Page status changes

Pages that changed HTTP status codes — especially previously private paths becoming public.

Sensitive path changes

Newly discovered sensitive paths or previously probed paths that changed their response behavior.

Why It Matters

The threats that only change detection catches

Most attacks on live websites don't come from zero-days — they come from changes introduced silently after your last security review.

Payment skimmers

JavaScript card skimmers are injected scripts on checkout pages that blend into existing content — invisible without baseline comparison.

Injected JavaScript

Malicious scripts added after deployment don't appear in a previous scan. Only WADE's comparison surfaces them.

Supply chain compromises

A plugin update or third-party SDK change can introduce malicious code that runs on your site without your knowledge.

Accidental security regressions

Deploys that silently remove CSP headers, weaken cookie flags, or expose debug endpoints are caught on the next comparison scan.

Comparison

WADE vs a traditional security scanner

Traditional scanners and WADE are complementary — WebHound uses both.

Traditional Scanner
WADE
Approach
Point-in-time snapshot
Continuous baseline comparison
Memory
Each scan is independent
Remembers all previous scans
Change detection
Not designed for this
Core capability — new scripts, domains, forms
Alert type
Static vulnerability findings
Only flags meaningful new changes
Anomaly scoring
None
Confidence-weighted per-change score
Noise reduction
Same findings every scan
Filters CDN drift and minor variance
Recurring monitoring
Usually manual re-runs
Scheduled, automated, always comparing
Roadmap

Where WADE is heading

WADE is designed to evolve toward smarter, more adaptive anomaly intelligence. The following capabilities are on our roadmap — not yet available in all plans.

WADE Intelligence — Future Roadmap

These are planned directions, not current features.

  • 1

    Smarter anomaly classification that learns from your site's normal change patterns over time.

  • 2

    Adaptive confidence thresholds that adjust to your site's deployment cadence and traffic.

  • 3

    Targeted deeper checks triggered automatically when high-risk anomalies are detected.

  • 4

    Historical behavior trends and anomaly score charts across your entire scan history.

  • 5

    AI-assisted finding explanations that describe why a specific change should concern you.

WebHound is built iteratively. The current version of WADE provides baseline comparison, anomaly scoring, and confidence-based alerts.

Powered by WADE

Start building your website security baseline.

Your first scan creates the baseline. Every scan after that, WADE is watching. Free to start — no installation required.

Passive scanning
Baseline comparison
Confidence scoring
Authorized targets only