use-cases-iconUse Cases

Data Hygiene

Locate old, unused content that AI can still discover, then clean or archive it. Don’t let outdated info slip through the cracks and become tomorrow’s leak.

scenario-data-hygine

The Scenario

scenario-data-hygineYears of projects hide in SharePoint, OneDrive, and Teams. With the right query, Copilot can easily surface a 2016 salary sheet or a shelved M&A deck. Compliance wants to delete the files, and IT has enough to do without scouring the entire database.

How It Works: Outcome-Driven Steps

One-click Connect

No-code deployment and hassle-free setup.

Automatically Crawl

Scan titles, timestamps, and owners without agents or downtime.

Age & Usage Scoring

Files and chats are ranked by last open date, sensitivity label, and AI exposure potential.

Surface Digital Debt

Heat-maps show the locations of every piece of discoverable data, new and old.

One-Click Cleanup

Push tasks to data owners or auto-archive; then re-scan to prove the clutter is gone.

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Key Benefits for Compliance & IT Ops

Cut Digital Debt

Reduce storage needs, search clutter, and accidental leaks all at once.

Reduce AI Exposure

Limit Copilot’s access to data that people should find.

Faster Search & Backup

Leaner libraries supercharge search and lower backup costs.

Executive Dashboards

Give leadership the full view of risk and remediation over time.

How This Use Case Employs Knostic’s Core Capabilities

icon-private-storageThese capabilities turn “messy file graveyard” into a lean, policy-compliant knowledge base, without months of manual sorting.
setting-icon-1 Core Capabilities

No-Code Deployment

Connects to M365 tenants in minutes, so you can get started faster.

Knowledge Graph Mapping

Reveals ownership, access patterns, and visibility of stale data.

Knowledge Oversharing Detection

Tests Copilot prompts to show which outdated files are still discoverable.

Policy & Label Optimization

One click applies retention labels (archive, delete, keep) to ensure alignment with  governance rules.

Remediation Playbooks

Converts purge recommendations into action plans with owners and completion tracking.

Ready to erase digital debt? Get a heat-
map and purge plan in one business day.

Latest research and news

research findings AI data security AgentMesh

The Source Looked Clean. The Binary Wasn't.

 
Sample api-reactor.vsix — NoahBit.api-reactor v0.0.1 SHA-256 ca272b481f630635cd059f85321dbc7be372e75820536ccbfd29dfcf571ab45c Publisher NoahBit (GitHub: Noaho950) Marketplace VS ...

OpenAnt: Read the LLM Vulnerability Paper

 
Knostic's OpenAnt, the first and leading open source LLM vulnerability discovery project, is now on arXiv. Traditional static analysis produces too many false positives because ...