Dev.to
7/13/2026

I built MargIQ to learn which AI workflows actually need expensive models
Short summary
MargIQ is a new tool that analyzes production AI application traffic to identify which workflows could use lower-cost models without sacrificing quality. It operates at the workflow level rather than per-prompt, starts in report-only mode, and can optionally apply automatic routing. The free plan observes traffic and recommends savings; users retain existing provider credentials. The author seeks feedback from founders and engineers running recurring AI workflows.
- •MargIQ analyzes production AI traffic to recommend per-workflow model routing
- •Starts in report-only mode, can escalate to automatic routing
- •Free plan available; works with existing model providers via npm install
Generated with AI, which can make mistakes.
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