“I work with CMOs and CSOs who are under pressure to cut AI tool spend but cannot prove which tools are earning their keep.”
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Redundant tools across teams create hidden costs beyond licenses — surfaced by cross-team mapping that siloed owners never see
Benchmarking uses trial-phase baseline as the control compared QoQ — catching tools that coast on early vendor attention rather than sustained performance
Clear replace/consolidate/keep triage rubric linked to QoQ outcome trends and adoption signals, with enablement recommendations for mixed-signal edge cases