Which AI projects should you actually do - and why?
Most AI consulting starts with what the technology can do. We start with what your business needs to accomplish - and work backwards from your revenue targets, your margin structure, and your working capital reality.
The real question is not which AI tools are available. It is which ones your organization has the capacity to execute, which ones will move a number your CFO cares about, and which ones to leave alone.
Not everything AI can do. What it should do for your specific organization, given your data, your team, and your financial objectives.
Every recommendation maps to a financial lever - revenue, margin, or working capital. If we cannot tie a project to a number, we do not recommend it.
A vendor-agnostic scope you own. Take it in-house, to any vendor, or use our global engineering partner network. The choice is always yours.
The ideas aren't wrong.
The gap is in the business case.
Most teams know which AI tools to try. What they skip is the part where you size the problem before you buy the solution. How big is the leak? What's it costing you every quarter? Is AI even the right fix, or is there a process change sitting right next to it that would pay back faster?
Without those answers, AI gets bolted onto a problem that wasn't measured, owned by a team that wasn't ready, and reviewed by a board that expected it to run itself. That's how 70%+ of AI projects stall before they earn back the ROI.
The AI4EBITDA workshop helps you size the problem, find the revenue and profit leaks you didn't know were there, and decide whether AI is actually the right answer before you build it.
See How the Workshop Works →A clear process. A scope you own.
3 ways we drive EBITDA.
Successful implementations become playbooks for your entire organization. Every AI project we scope maps to one of three financial outcomes. You know the impact before you commit the budget.
- AI-powered personalization and upsell
- Predictive lead scoring and pipeline intelligence
- Automated customer success workflows
- Dynamic pricing and demand forecasting
- Process automation and workflow elimination
- AI-assisted quality control and defect reduction
- Intelligent document processing
- Vendor and procurement intelligence
- Inventory forecasting and reduction
- Collections intelligence and AR acceleration
- Supply chain visibility and risk modeling
- Cash flow prediction and scenario planning
AI leaders are not waiting. Are you?
The gap between AI leaders and laggards is widening every quarter. AI leaders are outperforming - not because they have more technology, but because they prioritized the right projects against the right outcomes and had the organizational capacity to execute them.
use AI strategically
gain in year 1
per day, on average
The AI Workshop does not produce a list of use cases. It produces a ranked, sequenced transformation roadmap tied to your actual revenue and margin levers - with a scope you own.
Wins You Can Execute Right Away
- A ranked list of AI opportunities tied to your specific EBITDA levers
- Vendor-agnostic project scopes you own - not locked to any platform
- Clear criteria for which projects to do first and which to leave alone
- A prioritized roadmap your board will recognize as serious
- Identification of where your team has capacity to build vs. where you need support
- A build path that works in-house, with any vendor, or with our partner network
- No vendor agenda. Your organization's interests only.
The scope you produce in the AI Workshop is yours. Take it in-house, to any vendor, or use our network of 80,000 vetted global engineering agencies to build it.
Your scope. Your choice of build path.
The vendor-agnostic scope gives you full flexibility. No lock-in. No preferred vendor.
What mid-market CXOs actually ask us.
Tell us your biggest challenge right now.
We will tell you whether it is a strategy problem, an execution problem, or a visibility problem - and what to do about it. No vendor agenda. Just a straight answer from people who have built, operated, and transformed companies at every scale.