# Linear-Annual-Split — AbandonAlpha Public Audit (A • 91/100)

- **Primary KPI**: +19.2% Trial-to-Paid (3DS Fallback Ready)
- **CNN Model**: Spectral Residual Visual Saliency + Checkout Friction Heatmap CNN (16ms)
- **CNN Sensor Readout**: 91.2% Clean Two-Column Summary Saliency
- **Diagnostic Verdict**: High-Converting C1 Price-Objection Downsell
- **Canonical Permalink**: https://www.abandonalpha.com/scan/Linear-Annual-Split
- **Live SVG Badge**: ![Linear-Annual-Split](https://www.abandonalpha.com/badge/Linear-Annual-Split.svg)
- **99¢ Single-File Fix**: https://www.abandonalpha.com/buy/micro_pass
- **$1.99 3-File Bundle**: https://www.abandonalpha.com/buy/flash_pass
