Tag

Token Consumption

Related advisory views and field observations from NetworkGain Perspectives.

Perspective

July 14, 2026 9 min read

The AI Engineering Whiplash Is Really a Token Consumption Problem

A NetworkGain roundtable on why more AI-generated code is not the same as more delivery capacity, and why enterprises need governed consumption, multi-exit workflows, CrewPE, and FDE-led adoption.

Perspective

July 14, 2026 8 min read

AI Valuations Need Operating Discipline

Why pressure around AI valuations, pilots, infrastructure spend, and token consumption is not a reason to pause AI, but a reason to govern it with commercial discipline.