The models are ready. The work isn't — the handoffs, the roles and the approval chains were built for a world before any of this.
The pattern
The same shape as every earlier technology — but the AI capability curve is climbing exponentially faster, so the gap is wider.
Schematic, not measured data. The shape is the argument: the technology arrives first, the value arrives when the work is redesigned.
Every wave: the technology arrived first. The value arrived when the work was redesigned.
of organizations attribute a meaningful share of EBIT to AI — and 73% of those had redesigned their workflows.
McKinsey, The State of AI, August 2026 (6% attribute ≥5% of EBIT to AI; 73% of them report fundamentally redesigning workflows, vs 25% of others).of organizations report no measurable P&L return on generative AI, on $30–40bn of enterprise spend.
MIT Project NANDA, The GenAI Divide, 2025.Of the obstacles to AI value: 70% are people and process, 20% technology, 10% the algorithms.
BCG, Where's the Value in AI?, October 2024.The solve
Technology expertise has to be paired with operating-model redesign and change management to make it stick.
Only tech: automates the old way
Only op model: a plan that doesn't work
Only change: improves the old model
Business value
New ways of working that deliver measurable outcomes.
What we do
Decades of industry and pattern experience. A clear view of the failure signatures, the transformative options, and where to prioritize.
New model for services, every step reimagined with AI-native mindset. ValX Scout, our platform, runs interviews at scale, generates insights and accelerates solution build.
Solutions built, adopted and scaled. Outcomes that can be measured. Operating model and people enabled.
An AI-native services firm that focuses on generating business outcomes, not slides.
Our view
Most AI programs are scoped as substitution exercises, and that is much of why they stall — people can tell, and they are right. We say the opposite out loud in every interview we run. It is written into our protocol, not our marketing.
Ways to start
Right when
Leadership isn't convinced on the value of AI. One narrow, real prototype your leaders can touch.
Right when
Many ideas in flight and no defensible way to rank them. Everyone heard, a prioritized portfolio, a roadmap.
Right when
You are convinced and want to go. HR or Finance rebuilt end to end, one workflow at a time.
Who we are
Co-Founder & CEO
Twenty-five years running strategy and operations, in consulting and inside enterprise software. Most recently Chief Strategy & Business Operations Officer at Workday, where he owned corporate strategy, enterprise planning, business technology and enterprise data — the machinery of a 20,000-person company. Before that, Managing Director & Partner at BCG, leading the Software practice worldwide.
Co-Founder & President
Two and a half decades taking technology and data from strategy to business value. Most recently Senior Partner & Managing Director at BCG, where he led its global business serving CIOs — the front door to AI and digital transformations. Ran AI and digital programs for enterprises across technology, energy, insurance, banking and healthcare.
Two ways to use it. Either way something real comes back within a day or two.
Tell us what you're trying to achieve and where the energy is in your organization. Scout comes back configured for you — run its diagnostic on a few of your people and see what it surfaces.
Put us in front of one person who runs one process — the steps, the workarounds, the waiting. You get back a first cut of what it could become, checked against our pattern library.