FlowName vs Humanify Single runs on Cigar and GrobPaint. Cigar: 65 vs 411 API calls, 87107 vs 137332 total tokens, 155 vs 37 names exclusively preferred by Jev. GrobPaint: 408 vs 1786 calls, 386416 vs 547006 tokens, 512 vs 274 exclusive preferences. Quality ratios represent automated, uncalibrated preferences, not calibrated accuracy. See the linked report for conditions and limitations. FlowName vs Humanify FlowName Humanify Cigar API calls−84% Total tokens−36.6% Name quality*4.2× GrobPaint API calls−77% Total tokens−29.4% Name quality*1.9×