
Expose unit economics with acquisition costs by channel, activation rates, funded account mix, fraud pressure, chargebacks, net interest margin, loss curves, and recovery timelines. Tie compliance gates to funnel drop‑offs to prevent phantom wins. When funding tightens, these lenses rescue strategies, revealing durable growth rather than vanity fireworks.

Track the economics of attention with session depth, completion rate, frequency, ad density, viewability, effective CPM, and sell‑through. Translate creative formats into yield impacts and churn risk. When seconds decide outcomes, precise benchmarks help editors, ad ops, and product negotiate smarter compromises that protect loyalty and lifetime value.

Segment by acquisition source, geography, device, and content interest to reveal hidden unit economics. Layer sensitivity analysis for pricing, ad loads, and fraud rates to stress‑test plans. A simple waterfall showing what must be true builds alignment and prevents overconfident bets from sailing past red lines unnoticed.
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