| 1 |
User Accessibility |
🚀 Quantum Leap |
Anyone who can type can now use AI—no coding needed. |
✅ Value Up<br>✅ Cost Down |
95 |
Unlocks org-wide innovation without expensive hires. |
Expands creator base, removes technical bottlenecks, broadens use cases. |
Veza: Access AI enables querying identity data in natural language. (Veza Blog) |
| 2 |
Speed-to-Value |
🚀 Quantum Leap |
You can go from idea to working AI in hours instead of months. |
✅ Value Up<br>✅ Speed Up |
92 |
Rapid iteration wins markets. SaaS and retail need fast feedback. |
Accelerates product dev and internal operations; reduces opportunity cost of delay. |
McKinsey: Lilli AI tool reduced internal research time by 30%. (Business Insider) |
| 3 |
Content Creation |
🚀 Quantum Leap |
AI can instantly write, design, or code instead of waiting. |
✅ Cost Down<br>✅ Value Up<br>✅ Speed Up |
90 |
Creative production now scalable. Great for marketing and support. |
Replaces costly headcount, speeds time-to-market, increases output. |
Klarna: Created 1,000+ marketing images in 3 months, saved $10M annually. (Reuters) |
| 4 |
Personalization |
🚀 Quantum Leap |
Everyone gets a custom message or experience. |
✅ Value Up<br>✅ Quality Up |
88 |
Higher customer conversion and loyalty. |
Mass personalization at scale was impossible before; now it’s default. |
Walmart: Used GenAI to create personalized marketing content. (DigitalDefynd) |
| 5 |
Workflow Integration |
🚀 Quantum Leap |
GenAI shows up inside tools people already use—like Word or Gmail. |
✅ Value Up<br>✅ Speed Up |
85 |
Easy adoption drives ROI. |
No training needed. Drives productivity with zero friction. |
Morgan Stanley: Integrated GenAI into Outlook & Zoom for advisor workflows. (WSJ) |
| 6 |
Decision Support |
🚀 Quantum Leap |
AI can now help you decide—not just report. |
✅ Value Up<br>✅ Quality Up |
83 |
Faster, better decisions = competitive edge. |
Improves leadership confidence and organizational throughput. |
WestRock: Used GenAI to streamline internal audit decisions. (Deloitte, WSJ) |
| 7 |
Cost Reduction |
🪜 Evolution |
GenAI handles repetitive tasks so humans don’t have to. |
✅ Cost Down |
78 |
Clear ROI in labor-heavy processes. |
Direct savings via automation of predictable workflows. |
BCG: GenAI can reduce procurement costs by 15–45%. (BCG) |
| 8 |
Data Requirements |
🪜 Evolution |
Messy data still breaks AI—nothing new there. |
✅ Quality Up |
75 |
Without data, GenAI is useless. |
Not new, but still the #1 failure point. |
Fivetran: Highlighted need for mature data stack before GenAI adds value. (Fivetran Blog) |
| 9 |
Trust & Explainability |
🪜 Evolution |
You need to know why the AI did something. |
✅ Quality Up<br>✅ Value Up |
72 |
Essential for compliance and trust. |
No trust, no adoption. Regulatory sectors require it. |
Mass General Brigham: Found GenAI less accurate than traditional diagnosis tools in some cases. (MGB) |
| 10 |
Infrastructure Needs |
🪜 Evolution |
GenAI is expensive unless optimized. |
✅ Cost Down (if optimized) |
68 |
Ops cost control is crucial at scale. |
Not value-adding directly, but crucial for margin control. |
IBM: 70% of execs say GenAI raises compute costs; need infra strategies. (IBM Research) |