Quantified ROI & outcome benchmarks
Parsed from 9,302 customer-stated metrics across 2,253 stories—distilling median percentage gains, 75th-percentile performance, and multiplier claims (`2x–100x`).
Cycle Time & Latency Reduction
Faster response, processing, turnaround, or deployment times.
60% Median % Gain
87% P75 Top-Quartile
151 2x–100x Claims
Productivity & Time Saved
Engineering, analyst, or frontline staff hours saved and output gains.
40% Median % Gain
70% P75 Top-Quartile
48 2x–100x Claims
Automation & Resolution Rate
Self-service containment, automated handling, and model precision/accuracy.
80% Median % Gain
95% P75 Top-Quartile
11 2x–100x Claims
Cost & Infrastructure Efficiency
Direct operating cost, compute/storage TCO, and financial savings.
50% Median % Gain
80% P75 Top-Quartile
31 2x–100x Claims
Revenue, Conversion & Experience Lift
Top-line growth, conversion rate, retention, CSAT, and NPS improvements.
40% Median % Gain
81% P75 Top-Quartile
37 2x–100x Claims
Scale & Throughput Capacity
Volume of documents, transactions, queries, or users handled at scale.
66% Median % Gain
87% P75 Top-Quartile
41 2x–100x Claims
