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Content Automation (Linkit)
Multilingual Translation Pipeline
PHPDrupal 10Vertex AIGeminiMulti-Agent
20,000+
Pages Processed
26×
Speed
34,946$
Cost Saved
Overview
Production NLP system making 20,000+ government pages translation-ready. Four specialized PHP agents: link conversion (32K internal links to Linkit UUID), address protection, phone/email shielding, orchestration with checkpoint/resume fault tolerance. Vertex AI designed agent logic and regex patterns; human-in-the-loop validation. 633-hour manual effort reduced to 24-hour deployment — 26× faster, $34,946 saved (89% cost reduction).
Key Features
Four specialized PHP agents with checkpoint/resume fault tolerance
Link conversion protecting 32K internal links via Linkit UUID
Address protection and phone/email shielding
Vertex AI-designed agent logic and regex patterns
Human-in-the-loop validation workflow
633 hours reduced to 24 hours — 26× faster
89% cost reduction ($34,946 saved)
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