AI projects · RAND Corporation
80%
Return no measurable business value. The failure isn't in the technology. It's in how businesses approach the decision.
AI is arguably the largest technological shift any of us will see in our lifetimes. It is also, right now, the most mispriced.
AI projects · RAND Corporation
80%
Return no measurable business value. The failure isn't in the technology. It's in how businesses approach the decision.
Gen AI pilots · MIT Study
95%
Never reach production. The gap is rarely the model. It's everything around it.
Initiatives abandoned · S&P Global
42%
Companies abandoned their AI initiatives in 2025, up sharply, as pilots failed to become returns.
Business leaders · PwC 2025
56%
Saw zero measurable ROI from their AI spend. Real numbers, from a shift most companies are structurally not ready to reap.
And, more importantly, what will it take to get there. Before you spend on AI, we answer the foundational questions: feasibility, financial payoff, workflow redesign, opportunity cost, adoption readiness, and post-deployment accountability. We do not build AI. We do not sell it. We take no referral fees. We answer the economics question.
We built this practice on a belief: getting the AI decision right, one business at a time, is one of the most useful things an advisory firm can do. Those decisions accumulate, and we take that seriously.
No push to deploy. No long essays on what it could be. We stay technology-agnostic, bring vendor partners so it actually gets done, and hold the outcome against the model, quarter after quarter.
Can your business carry AI, where does it pay, and is the move fundable?
For the workflows that do pay off: how should they be designed, should they be built or bought, how should they be managed, and what could it pay, in time or money?
Same principals who ran the study, now holding financial accountability for the outcome.
Tell us about your business and the decision in front of you. We'll tell you honestly whether AI is the investment that pays, and what it takes to get there.