How to Actually Tokenmaxx and Save Millions — Alvin Pane, OutRival
Token efficiency should measure intelligence extracted per token, not total tokens burned.
“Tokens are not the work itself. This is what you pay for getting the job done.”
OutRival's head of intelligent agents argues that the industry 'tokenmaxx' culture is a vanity metric that obscures real costs — at billions of tokens/day, bloated prompts become a self-imposed computational tax worth millions. The talk proposes reframing success as maximizing intelligence-per-token, starting with OpenTelemetry-based observability to benchmark production before optimizing. Practical but not groundbreaking; most valuable to teams scaling LLM pipelines who haven't instrumented token costs yet.