Quantify time saved using observable metrics: ticket resolution time, lead cycle time, build durations, or first-contact resolution. Convert to dollars only when the time saved is redeployed or headcount is avoided. Flag soft savings clearly. Tie automation benefits to error-rate reductions and rework declines. Auditable evidence wins support from finance and prevents future disappointment.
Link improved reliability, performance, and user experience to conversion rates, average order value, churn reduction, or expansion revenue. Build conservative, base, and aggressive cases, each grounded in funnel math and historical trends. Partner with marketing and sales operations to validate baselines and attribution logic, reducing disputes later and increasing sponsorship from growth leaders.
Translate fewer incidents, faster recovery, stronger security posture, and regulatory adherence into expected-loss reductions. Use incident frequency, mean time to recovery, and penalty benchmarks to estimate avoided costs. Treat this category with sober confidence intervals. Decision-makers appreciate models that recognize uncertainty while quantifying meaningful downside protection credibly and conservatively.
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