Every company wants to adopt AI. The harder question is where.
That gap, between the pressure to deploy and the absence of any clear entry point, is what Michael Cupps organized Enterprise Diagnostics around when he launched the Texas-based firm in late 2025. The premise fits in four words: “Diagnose. Then Deploy.”
For private equity-backed and founder-led mid-market companies, that sequence matters more than it might appear. By Enterprise Diagnostics’ own account, most PE portfolio companies commit to AI tools before establishing where operational value is quietly draining. The diagnostic step gets skipped. Deployment follows. Returns remain unclear.
The company’s work runs across three diagnostic services. Baseline examines financial health and EBITDA, benchmarking margins against sector peers and surfacing what the company describes as cost-structure problems buried inside standard reporting. Alpha Vector focuses on customer retention and revenue concentration, assessing how defensible the top line actually is. Alpha Frontier, the third service, maps AI readiness and identifies the manual processes Enterprise Diagnostics says are dragging margins, building the automation layer to address them.
When a buyer or investor evaluates a company, Enterprise Diagnostics says, three questions tend to structure the conversation: Are the earnings real? Do customers stay? Can the business scale? Each service addresses one of them directly.
The framing throughout is exit-oriented. For PE-backed operators on compressed timelines, the argument is that clean earnings, predictable revenue, and a scalable operation give buyers less to dispute and sellers more to stand on at the table. Findings, the company says, are sized in EBITDA terms and organized into a plan actionable within 90 days.
For business owners who want a faster read on where they stand before committing to a deeper engagement, there is a free starting point. The CRED Score is a 16-question assessment that takes roughly 10 minutes and requires no file uploads. It scores a business across four categories, Customer Health, Revenue Quality, Earnings Certainty, and Market Demand, and returns results immediately. The four categories map directly onto the pillars the company uses in its paid diagnostic work, so the assessment gives an owner a preliminary view of how exit-ready the operation actually looks.
Cupps spent more than three decades in enterprise technology, by his own account, before founding the company. He held senior sales and marketing roles at Global 360, ActiveOps, and the webMethods division of Software AG, with sustained focus on SaaS and large-scale operational software. He was a member of the Forbes Communications Council and the Fast Company Executive Board, contributing regularly on technology marketing and operational performance. He also wrote a book on priority management called “Time Bandit.”
Enterprise Diagnostics’ About page notes that both of the company’s founders grew up on farms and ranches, one in Texas, one in Oklahoma. Cupps is the Texas side of that. A profile published by Authority Magazine traced his emphasis on practical output over abstract frameworks to that background. The delivery model reflects it: the company’s engineers embed directly inside client operations rather than working at a remove.
The same orientation toward execution surfaced earlier this year in a separate free tool Cupps released. The Time Bandit Priority Matrix, available at matrix.timebandit.io, is built on the thinking behind his book and addresses a pattern he says he encountered repeatedly: executives and project teams with far more competing ideas than capacity to act on any of them. The tool is designed to narrow that gap, helping individuals and teams identify what actually deserves attention first.
The two tools sit at different scales. One is for a solo executive deciding what deserves focus this week. The other is for a company trying to understand whether it is ready to face a buyer’s diligence team. The line connecting them is the same instinct: that most organizational failures start not with a shortage of ideas but with an unwillingness to be precise about which ones matter.
Enterprise Diagnostics is currently raising through Wefunder as it looks to bring on strategic investors.