ScaleGuard AI Footprint Auditor

Algorithmic footprint auditor scan for semantic similarity, structural alignment, and token overlap.

Establish content integrity. Scan text and HTML files locally to evaluate semantic vector similarity, heading structure signatures, and token phrase 4-gram overlaps, avoiding automated content footprint flags.

Price: $47.00

What's included

• ScaleGuard AI Core Auditor Engine (auditor.py)
• FastAPI Local Node server (main.py)
• Next.js Dashboard visual UI workspace
• Dependencies Registry (requirements.txt)
• Bash orchestration starter script (start-scaleguard.sh)
• Content footprint optimization guidelines PDF

Why it works

Semantic Similarity Matrix

Run local TF-IDF vector math and compute cosine similarities to flag redundant copy.

Structural Blueprint Map

Extract heading hierarchies (e.g. h2-h3-h2) and flag templated layout structures.

4-Gram Token Overlap

Identify boilerplates, prompt leakage, and repeating transition patterns.

Frequently asked questions

Is my data sent to the cloud?

No. ScaleGuard AI executes all mathematical vector transformations locally on your device. Zero external API calls or data leaks.

What files can I audit?

You can audit HTML files, markdown documents, raw text exports, or upload them directly as a ZIP archive.

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