# [MED] From Two Years to Two Weeks: How Labelbox Erased Its Security Debt with Snyk's AI-Accelerated Remediation

**Source:** Snyk
**Published:** 2025-09-18
**Article:** https://snyk.io/blog/from-two-years-to-two-weeks-how-labelbox-erased-its-security-debt-with-snyks/

## Threat Profile

Snyk Blog In this article
Written by Snyk Team 
September 18, 2025
0 mins read Customer: Labelbox Company size / Locations: 200 | San Francisco
Company overview: Labelbox is the leading data factory for delivering high-quality, frontier data to top AI labs and enterprise AI teams.
Champion / Spokesperson: Aaron Bacchi, Security DevSecOps Engineer
Key highlights:  Unresolved high-severity SAST issues → cleared in 2–3 weeks
Efficiency gains and time freed up 
New level of confidence gained with au…

## Indicators of Compromise (high-fidelity only)

- _No high-fidelity IOCs in the RSS summary._ If the source publishes a technical write-up with defanged IOCs in the body, those would be picked up automatically on the next pipeline run.

## MITRE ATT&CK Techniques

- _Narrative-keyword inference returned no technique mappings; review article for ATT&CK relevance manually._

## Kill chain phases observed

_(none detected from narrative keywords)_

## Recommended hunts

_No actionable hunts can be derived from the RSS summary alone. The article may still warrant manual review — open the source link for actor attribution, IOCs in the body, and TTP detail._


## Why this matters

Severity classified as **MED** based on: 0 use case(s) fired, 0 technique(s) inferred. Read the full article for actor attribution, tooling details, and any defanged IOCs in the body that aren't visible in the RSS summary.