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Inference Wire

What happened in AI today, explained in 5 minutes.

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Logistics & Supply Chain·AI Agents & Automations·18 weeks

AI-Powered Risk Intelligence

Turning Weeks of Manual Audits into 4-Hour Scans

A supply chain operation across 12 countries needed a better way to detect forced labor risks spread across deep, layered vendor networks. We set up a team of AI agents that watch supplier behavior continuously, catch exploitation patterns early, and hand compliance teams reports they can act on immediately.

-47%

Exploitation Incidents

1 in 7

False Alert Rate

8

Weekly Compliance Hours

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Laptop and phone showing the ChainGuard Compliance Dashboard with active suppliers and open supply chain risk alerts.
“The agents do not replace our judgment, they just make sure we are looking at the right things. That changed everything for us.”
LG

Lana Gray

Head of Compliance, AI-Powered Risk Intelligence

Before

Most flagged cases were false alerts, 30 hours weekly across manual reviews, Risk patterns hard to see at scale

After

Alerts the team actually trusts, 8 hour weekly compliance cycles, Risks surfaced automatically

Narrative

The full story.

The Challenge

The compliance team monitored supplier data across 12 countries, spending 30 hours a week on scattered reports and third-party assessments. Available AI tools flagged more than half of all cases incorrectly because they had no way to read socio-economic context behind labor data.

What We Built

We built three AI agents, each one focused on a different part of the risk assessment. The first reads legislation and maps where the client is exposed, the second checks labor and recruitment patterns against regional baselines, and the third runs structural analysis to find exploitation trends that general-purpose models are not built to catch. Full risk assessments that previously took 2 to 3 weeks now complete in under 4 hours.

Results

Exploitation incidents fell noticeably within the first two quarters after go-live. False alerts thinned out enough that the compliance team stopped spending full days sorting through dead ends. Weekly compliance work went from 30 hours to around 8, giving the team meaningful capacity back. The recovered time offset a significant portion of the project cost within the first 5 months.

Story gallery

Project snapshots.

Technical proof

How it was built.

Implementation details and the stack behind the delivery.

Implementation highlights

Key engineering decisions from this project.

Exploitation incidents fell by close to half within two quarters of going live.
Full network risk assessments went from 2 to 3 weeks down to under 4 hours.
Freed over 1,100 analyst hours per year by automating pattern detection and validation.

Stack snapshot

Tools and platforms used in the delivery.

Causal AI PlatformKnowledge GraphsPythonCloud Data Pipeline

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