PFConsult

Case studies

Evidence from real AI and machine learning projects

Honest accounts of what worked, what failed, and how production evidence informed the next business decision.

Abstract AI agent routing a user request to specialized cloud services

Cloud infrastructure · AI agents

From Hundreds of API Methods to One Conversation

Domain-specific tools and on-premise models turned a complex cloud API into a secure agent that completed more than 90% of key test scenarios.

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Abstract payment data streams passing through an anomaly detection system

Payment operations · Anomaly detection

From 30 Minutes to Five: Detecting Payment Incidents Faster with ML

Three production iterations helped a payment service provider reduce its 95th-percentile detection time while controlling false positives.

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