Investment & Returns
Cost & ROI
Total cost of AI adoption is routinely underestimated. Hidden costs — data preparation, integration, change management — often exceed licensing fees.
Cost by Adoption Model
| Item | External | Hybrid | Internal |
|---|---|---|---|
| Upfront | Low | Medium | Very High |
| Ongoing | Medium | Med–High | High |
| Talent | Low | Medium | Very High |
| Surprise Risk | Low | Medium | High |
Budget Ranges by Firm Size
Small firms $10K–$100K · Mid-size $500K–$5M · Large / Banks $10M+
ROI — Three Horizons
1
Efficiency
0–12 months
Time saved · Error reduction · Headcount reallocation · Cost per transaction
2
Revenue
1–3 years
New AI-enabled products · Client acquisition · Deal velocity · AUM per advisor
3
Strategic
3+ years
Competitive differentiation · Regulatory readiness · Talent attraction · Board AI maturity