AI Initiative Reviews

Evaluate corporate AI investments.

The hottest enterprise scenario — score AI projects by revenue potential and strategic alignment, not hype.

AI project investment committee

CTO runs every AI experiment through ImpactTier before budget approval — revenue differentiation vs internal efficiency.

01
Inventory

Catalog all 12 active AI experiments across teams

02
Score

Apply AI-specific impact criteria — revenue, moat, data advantage

03
Tier

Only Tier 1–2 receive dedicated engineering capacity

04
Kill

Auto-flag Tier 4 experiments for sunset

  • Enterprise AI copilot — Tier 1 — $12M ARR differentiation · board bet
  • ML forecasting module — Tier 2 — finance planning efficiency
  • Internal chatbot — Tier 3 — support efficiency only
  • AI content generator — Tier 4 — no strategic alignment

Outcome: CTO deprioritized 10 Tier 4 AI experiments and concentrated budget on one Tier 1 platform bet. ROI improved 4× in six months.