LLM Inference

How One Fintech SaaS Team Discovered Their Per-Tenant AI Agent Dependency Graph Was Silently Duplicating Tool Execution Costs Across Shared Infrastructure ,  And the Deduplication Pipeline Architecture That Cut Their March 2026 Inference Bills by 40%

AI Agents

How One Fintech SaaS Team Discovered Their Per-Tenant AI Agent Dependency Graph Was Silently Duplicating Tool Execution Costs Across Shared Infrastructure , And the Deduplication Pipeline Architecture That Cut Their March 2026 Inference Bills by 40%

When Meridian Financial's platform engineering team sat down to review their March 2026 inference billing dashboard, the number staring back at them was not just alarming , it was confusing. Their AI-powered compliance assistant, deployed across roughly 340 enterprise tenants, had generated an invoice nearly double what their cost

By Scott Miller