KOI Wings

Know Software Better Than Its Developer

Wings, our LLM-first risk engine, looks under the hood of all endpoint software. By providing unprecedented insights on functionality, composition and the publisher, Wings provides all the critical risk data a security, IT, GRC, or SOC team will ever need.

HOW KOI’S RISK ENGINE WORKS

Wings™ checks what software is actually
made of, extensively.

Wings leverages AI and LLMs to read all the code of non-binary software on the endpoint, providing information on what software was actually programmed to do.
Ongoing
scanning
/ 01

Wings proactively scans marketplaces, app stores, and registries for new software, keeping up with an always changing world.

Publisher
intelligence
/ 02

We assess the publisher based on their online presence, region, cross-marketplace reputation, and open-source knowledge.

Actual vs. promised
software comparison
/ 03

Our LLMs scan the actual code behind the software, providing unprecedented insight on actual software functionality.

Dynamic analysis
on actual code
/ 04

Wings even uses the software itself, capturing network and endpoint activity.

Risk scoring
/ 05

Wings assigns a risk score based on detected indicators.

Update risk score
with new versions & changes
/ 06

Because software isn’t static.

AN AGENTIC RESEARCHER FOR EACH PIECE OF SOFTWARE IN YOUR ENTERPRISE

Wings is connected to the outside world

By researching software online, Wings’s AI agents continuously enrich software with categories, history, breach intelligence, vulnerabilities, capabilities insights, and license & compliance information, so your teams can govern using data.

Finally, Data-driven Posture for Endpoint Security.
Latest Security News

Read some of the novel malicious campaigns that Wings have uncovered, infecting millions.

KOI Research
4.3 Million Browsers Infected: Inside ShadyPanda's 7-Year Malware Campaign
Read More
KOI Research
PhantomRaven: NPM Malware Hidden in Invisible Dependencies
Read More
KOI Research
GlassWorm: First Self-Propagating Worm Using Invisible Code Hits OpenVSX Marketplace
Read More

Ready to give your software wings?

Ready to secure every install?

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See how Koi secures all software in your IT environment—from packages to add-ons and extensions—making marketplace risk visible and actionable.

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