Holistic AI stack evaluation with defensible ROI, redundancy removal, and business-impact justification for CMOs and CSOs.
“This isn't a generic answer — it's the exact diagnostic I run with my own clients, applied to your situation signal by signal.”
Surface the top 3 leadership frustrations and validate whether the North Star goal is cost reduction, revenue attribution, or both. Pivots to measurement implementation if tracking infrastructure is missing.
Inventory the complete AI tool landscape, capture annual spend, calculate cost-per-outcome and ROI per tool, and surface redundant tools across teams that siloed owners never see.
Benchmark quarterly performance against the trial-phase baseline (not recent memory or vendor promises). Apply the replace/consolidate/keep triage rubric with enablement recommendations for mixed-signal edge cases.
Deliver a leadership-ready budget deck with expert-reviewed phased consolidation plan, replacement roadmap (default 12-month), and adoption enablement. Aligned to fiscal-year goals and change-readiness signals.
Kanchi's methodology, applied to your inputs through a structured workflow — not an open-ended chat.
When output depends on business context or carries real stakes, the workflow marks it for Kanchi's expert review.
A memo, scorecard, or report you can act on and share — with the run recorded.